{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['PROJ_LIB'] = r\"C:\\Users\\natasha\\Downloads\\basemap-master\\lib\\mpl_toolkits\\basemap\\data\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from pyproj import Proj, transform\n",
    "from shapely import geos\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = [\"YR\", \"MO\", \"DY\", \"HR\", \"LAT\",\"LON\", \"ISST\", \"OSST\", \"OERR\", \"SI\",\"ICflag\", \"DS\", \"VS\", \"WDIR\", \"WSPD\",\"SLP\", \"AT\", \"WBT\", \"DPT\", \"CLT\", \"CLL\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "DB_file= r\"C:\\Users\\natasha\\Documents\\Proj03\\DB_14546.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "DB_data = pd.read_csv(DB_file, names = headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "MB_file = r\"C:\\Users\\natasha\\Documents\\Proj03\\MB_46227.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "MB_data = pd.read_csv(MB_file, names = headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>YR</th>\n",
       "      <th>MO</th>\n",
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       "      <th>SI</th>\n",
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       "      <th>WDIR</th>\n",
       "      <th>WSPD</th>\n",
       "      <th>SLP</th>\n",
       "      <th>AT</th>\n",
       "      <th>WBT</th>\n",
       "      <th>DPT</th>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2005</td>\n",
       "      <td>2</td>\n",
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       "      <td>22.8</td>\n",
       "      <td>32.6</td>\n",
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       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2005</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>23.3</td>\n",
       "      <td>32.6</td>\n",
       "      <td>242.6</td>\n",
       "      <td>15.8</td>\n",
       "      <td>15.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2005</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>23.8</td>\n",
       "      <td>32.6</td>\n",
       "      <td>242.6</td>\n",
       "      <td>15.8</td>\n",
       "      <td>15.36</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     YR  MO  DY    HR   LAT    LON  ISST   OSST  OERR  SI  ...  DS  VS  WDIR  \\\n",
       "0  2005   2   4  21.8  32.6  242.6  16.0  15.36   0.2   1  ... NaN NaN   NaN   \n",
       "1  2005   2   4  22.3  32.6  242.6  15.8  15.36   0.2   1  ... NaN NaN   NaN   \n",
       "2  2005   2   4  22.8  32.6  242.6  15.8  15.36   0.2   1  ... NaN NaN   NaN   \n",
       "3  2005   2   4  23.3  32.6  242.6  15.8  15.36   0.2   1  ... NaN NaN   NaN   \n",
       "4  2005   2   4  23.8  32.6  242.6  15.8  15.36   0.2   1  ... NaN NaN   NaN   \n",
       "\n",
       "   WSPD  SLP  AT  WBT  DPT  CLT  CLL  \n",
       "0   NaN  NaN NaN  NaN  NaN  NaN  NaN  \n",
       "1   NaN  NaN NaN  NaN  NaN  NaN  NaN  \n",
       "2   NaN  NaN NaN  NaN  NaN  NaN  NaN  \n",
       "3   NaN  NaN NaN  NaN  NaN  NaN  NaN  \n",
       "4   NaN  NaN NaN  NaN  NaN  NaN  NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MB_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "SH_file = r\"C:\\Users\\natasha\\Documents\\Proj03\\SH_OXTS2.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "SH_data = pd.read_csv(SH_file, names = headers )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YR</th>\n",
       "      <th>MO</th>\n",
       "      <th>DY</th>\n",
       "      <th>HR</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>ISST</th>\n",
       "      <th>OSST</th>\n",
       "      <th>OERR</th>\n",
       "      <th>SI</th>\n",
       "      <th>...</th>\n",
       "      <th>DS</th>\n",
       "      <th>VS</th>\n",
       "      <th>WDIR</th>\n",
       "      <th>WSPD</th>\n",
       "      <th>SLP</th>\n",
       "      <th>AT</th>\n",
       "      <th>WBT</th>\n",
       "      <th>DPT</th>\n",
       "      <th>CLT</th>\n",
       "      <th>CLL</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1995</td>\n",
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       "      <td>0.28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1015.2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-1.2</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>307.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1016.5</td>\n",
       "      <td>-0.4</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>65.4</td>\n",
       "      <td>300.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>-1.65</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1017.2</td>\n",
       "      <td>-0.2</td>\n",
       "      <td>-0.6</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.7</td>\n",
       "      <td>307.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1016.6</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1995</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>64.4</td>\n",
       "      <td>307.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1015.8</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>-2.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
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       "<p>5 rows × 21 columns</p>\n",
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      ],
      "text/plain": [
       "     YR  MO  DY   HR   LAT    LON  ISST  OSST  OERR   SI  ...   DS   VS  \\\n",
       "0  1995   5   4  0.0  64.3  307.5   0.5  0.70  0.28  1.0  ...  6.0  1.0   \n",
       "1  1995   5   4  6.0  65.0  307.1   0.5  0.46  0.20  1.0  ...  8.0  2.0   \n",
       "2  1995   5   4  9.0  65.4  300.8   0.3 -1.65  0.80  1.0  ...  8.0  2.0   \n",
       "3  1995   5   5  0.0  64.7  307.1   1.3  0.78  0.27  1.0  ...  4.0  2.0   \n",
       "4  1995   5   5  3.0  64.4  307.3   1.3  0.71  0.28  1.0  ...  4.0  2.0   \n",
       "\n",
       "    WDIR  WSPD     SLP   AT  WBT  DPT  CLT  CLL  \n",
       "0  280.0   2.6  1015.2 -0.2 -1.2 -3.0  8.0  8.0  \n",
       "1  260.0   1.0  1016.5 -0.4 -1.0 -1.0  8.0  5.0  \n",
       "2  240.0   2.6  1017.2 -0.2 -0.6 -1.0  8.0  8.0  \n",
       "3  361.0   0.0  1016.6 -1.0 -2.0 -4.0  0.0  0.0  \n",
       "4  361.0   0.0  1015.8 -1.5 -1.8 -2.4  2.0  0.0  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SH_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SHIP DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "SH_data = SH_data[(SH_data.ICflag == 1)] #filter out only ICflag = 1 for data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig = plt.figure(figsize = (12,8))\n",
    "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n",
    "plt.scatter(SH_data.LON, SH_data.LAT, c=SH_data.YR, transform=ccrs.Geodetic())\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c= 'blue', fontsize = 14)\n",
    "plt.title ('Ship tracks in different years', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('YEAR', labelpad=15, x=0.5, rotation=0, c = 'blue', fontsize = 14)\n",
    "\n",
    "\n",
    "ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.BORDERS, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.95)\n",
    "ax.set_extent([-150, 60, -25, 60])\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A plot of the ship tracks from Europe to Greenland over the years showing the longitude, latitude, and colored by year. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dO24ZQ0xUKOGhQQf1jLo9XnbuKebTL6Yw7acJyD4fPq8Hc2gk8clpjBw5jOefuOGUzoMsK2zcupfh549Co9Hx9qSNGIxBANTXlLN93SKqygrJ37ODmtIinPY6vB4HBlMYSWnppLZJJSU5gbTURDLSE8nKSCAqIviU2iIcXUlZLb16DefGh9+hS7+RZ7s5fwqvx8237z5C3o71XHnd9Tx0z1XERoee0LZ19Y08+swH5O7Zw57tG1Cp1ETFpdB3xJXEJWficjro2HMIKrX6Tz4K4VzQ1Gghf9cG9u3eRF1VCda6Siw1FVhqq/DJXgB8Hg8BxkACjIHEJWdSWbKXt8a+ypDzOiNJErtyilm+agtr1m5my4Y1WGqruPWJD+jcd8RZPjqhtRMBq3BCfF4PW1b/zqwJ71NWuIcAYxAqlQq1WoNKo+Gh138gJrHNEbd1Ox08OCYLAGOgmeCwaNxOO7aGepLS25HZrh0Ou50Fs6cSFhXPq1+vYMq4F8nbuZZr/3ktYaFmJk38lY2rF9G57wguvP5h9AYTjZYaVs+fwu7Ny7HbGnA0NaLV6VFrNLidTnyyl6DgMLK7D2b1/Ckt7YmMTeLOe+7mntsuPmIu7LGUVdTx/aR5bN2+i9zduykpyKVT72FcdfdLGAP9Aee7T15F7rY1BEWlEh6RTWBkMnpTGHpNIBo3aCSJO67ryMjRbUTv1J9sZ04xF190A69+s/JsN+VPV5y3g8XTv2bzqrn0GzSC/v170qtHNt07pR8xxaWh0cG1Nz+Fy6ui/4hriE5M55uxD5O7bTXBYVHEJ6XR2GDBGBRKmw590Gp1DL/8LhG8CkfktNuQVCp0egOVJXmMe/VOaitLGDZ6DF6vjwarlQarBVujFVuDFbvNisfjJjo+hYfemCRyioXjEgHr35TT0cTODYvJ2boK2edDUqmQvR4sdZVYaiu55v9eIb19z5by0779N3Mm+wevpGd1wuv1UpS/G0WWAfho+t6DbumfCEdTA8X5OynJ30WjpYZGSzXV5YU88NoEVCo1G5fNYtua33E0NZCzfS1Ou+2wfbz70zYMJjPgz5FyOZrw+bzoAgxoNDokSWL2D/9h/i9f0HvAUHbv2EpFcX7L9lOmTWHowM7HbGdDo4Nlq7ezes1WJo7/nrSs7qRkdSMhrR3JGZ0OG6izbd0ifvnpa5oqS2iylCGp1OgNwag1AYCCz+NEkWXUkoYgo5HgwDDGjv0XfQf6A9ji3FoW/7oTS40dSSUhqSWyu8fT74IM9IaTO8d/d2UVdXTrej43P/YenfuO/FtcIDRYali3eBqLp39DTUURgy+4hF8mjm1ZL8sKF135EOtXLCKzUx/uePYztDp/Dur/jUoGICO7K9179aS8rJIl86a1bHsqn3Ph72fXpuVsWj4LY2AIxsBgjEHByD4v1rpqGuqrqKsupaq0AK/XQ0xCKpJKw7DLbie7+6Cz3XShFRMB69+Ix+1kw7JZbFo+i5yta8js0JVB5w/EZAzA55NRa9SEBAfx5qtvcttTH5Ge3aNlW0VRqC4vZN/ujZTk78QcGklMQhuiE9IwmMxUluYTEh5NWGT8GemBcTntaHUBSJLEz1+8woq5k5EkCZVajUqtwRwSQdtOfenS/wIk/L+7KrWa5IxOaLQ6nHYb0759i5ryQqrKCqkuL2T56gVkt03E55PJK6hgxpyVXD3mfBJiw4/Zlq69LqMgd/9o49ue/Igegy46avmyqirmL10BVg826sib/w12a/kx6+jZ+2ECQsJISzBTtaoIn9uHyim3rNcG6iDKjC46CJ1eTZeO0XTvEk12hygMRhFAHEiWFXblFrNm/S62bN3DwnlzKSnIIT27Bw+8NqHVDBD6s834fizLfpuIwRhI/0GDGT60P0ZjAGvWbmPmjJk8/s4vLYHqH5oaLVSV7qOmooiaymJMgSEkpLUjLiWLAIPpLB3JuUn2+Sgv3ktlSR52mxV7oxWHvZHOfYaTktnlbDfvL1OSv5MZ349l3+7NZHfuQWZWWzp2yKBrpwyuu/YuqsqLWsr2GXIZA0bfQGKbDlhqKgAJSfpjoJaEWqMlOCzqb3HhKRxOBKx/Aw311SyZ9T3LZk+gTVYHrrzyEq64ZCA6rYbFK7aybMUGtm3dia2xgaJ9OSRndCI9uycVRXswh0YRGpVAWGQc4dHxhEUlYgry3/pWFIWJHz3N+qUziUtMo7a6gtikDO575XtUqmM/c8Jhb2T94umo1Gqcdhv7dm8kf9dGrPXV6AMMOJoaSUzP5tr73uCbsQ9hra2kTbvOBJnNaDUaSooLKcrfQ0qbbLQ6/219p8NObVU5F9/0OF37j+LxazoTYAgkLimVhKRUoqOjCI8IJTIiDFmWaWxsoqHRhs3WhM3WhNfrIzo6kri4aBLjo0hMiMHt8fDtd1OZNXViS9uvufcVBo2+8ajHVlZZyfxFK/D6vHgkN/Xrl1FVuhGvx0l0Sk9CYtoRFByPxqMCCRRZQfF58Uk+GuJB1uAfGNbkIWRzPQEWL77UGFQ6PZJajU8r4QpR49NJqHwwuEMsT93ZU3yJNxs95n5WLvLPtNC570jaduqLVqtDbzDRY+BFf6tb2rIsU5y3g50bFpO7bTWK7EOrD2DUdQ+T0vbYdxaEo3M7HZQW7KbBUoOzqRGHvRGn3YbD3ojL0UhlST4Fe7ZiDo0gJb0twSEhaDRqyktL2Lx2GTc/+h69h44524dxyhRFwet1IyG1DLy126zk79pI3s51NNRVtXQwbFu3iJtuu51H77uaoMCDL5Bq6hrZm1+OxWqjtt7K9h25fPflOGSfTKA5BCQJFAVZUUBR8Hjc+LweUjO7kJLZlZTMLmR27nvYhde5QFEUPC4nklqFWqVBUqnEd/hxiID1b+D+S9ri9biIjk8lI6s9NTVV1NdUU19TQWJaO9Kye5Cc0RlDoJkd6xaxbvE0Bg4bSa+eXaiqqqWouIzysjIqy0upLi8hLiWDrv1H0+28UaycN5mlsyfw3AvPc8s/RzL0gtuoqignMjaRBkster2BgaNvoMfgSw5qU+72tXz+2l106dkP2eejT58eXHrxINKTY7A1OfHJCu9++AOrVm3kvle+o7q8iLyd67BZ67DUViD7vFQU5VJauIeHH3+ch/7P/+V/5Q1PMX/mz5w38mrM4TGEhMcACrLPh9PRRFNDHTZrHUiAIiHLPlRqDWq1Gq/Xi6PJisvRhKOpEZfTjk6vJzWzK6lZ3UnL7k5ETNJxv1S8Ph8/TJ2GW/EhAfp6GVkNTdYyaoo3Y6ncg9NWiySpkGUviuxDklRIKjWSSg1qCUlSI0kqFBTwePD5PCiyF50+CENsMsbYZEyRyegTEpB0euJ1AXz/xFC0f6Ng7GgaGh3MmreG2XOWsHLpIrr0HcGVd714tpslnKMc9kaK83ZQvHc7Jfk7KNq7neqKIuIS04mIisYUGIQ5KJDAoEA0GjVVlVV4vF5CQkKw1FspKS6iorQQl6OJyNgkOvcdyZBLb2+58G9tnHYbltoKnI4mnHZb8/tyFk37miabFY/LicfjQqVSo1KrSW3bGXtTA9XlRbTJ6kSPXj1ITopHVhR8Ph/xsZFcf+WQE6pblhXmLtpI147pR52usLCkmiUrtrBm7VY2rt9AeUkBl9z0BH2HX3kmT8OfQlEUZo1/l61r51NVVojP6wEFfLLXnyam0WIwBhEdn0JUfCqRcalExacRFed/f67PE326RMD6N+DzeqguL6SieC8et4vgsCjMoZGERye0XJla66r44vW7sdss/DDhU9KSY3C63DicblwuD06nG4fLg81m5/MvJ9HQaGPbxjUosozb6cDrdXPvI0/yxEPXM+mX5QToJZISYvh+wjQ2b97C4+/8elCbaiuL+ddtg1BrNGh1egLNoezZMf+gMg888R/27qvghofHsnTW92xYOoPi/F0oikxUXDIjrriH4PBovn77fnbvXIROq6HJ7mL1+t2sXredObPnsXfXVjweF7LsI8BgIsAYhFqtxlJTiTkskoioWIwmEwEBBgwGA5JKwm6343I4yc/dSXBYFBfd8Cgdep7YF+4fisrKmLd8BajAUC0j6yR/bwEgeWRkpx0FUKm1qFTNwWlzL4KibQ46mz+SPo2C3uLDHaBQHWPDXl6Io7wIR3khruoKooZcRGi3fpjVGn65bzjGE5hD9u9g8/Z9zJi9jK8+/5zXv1sjei+EE2KtqyRn2xrytq1lx+ol1NeXE6yPJCUtk+Fjzue88zrTvXMbCoqrmDF7OTt25rIvL4+SwnxsjfXExPuDjMi4FCJjk4mMTSEyLqXV3cr2eT1UlRXg83qw1FaSu201OVtXUV68l9DwaAxGEwajCaPJhCkwkFtuuoLuXTIwGQMINAWg1aiptzYxb+EGwsLMnNc7G0PA8ac5PFM8Xh/LV+/k5VffxxyeyLX3vf6X1X2qls+ZyJxJH/L5lx/QMTuFyHBzyzqfT8bt8VJVY2XH7kJ27Skgd+8+CvILycvZSU1FMU+9P4OG+mq+eech4lOyCAoOIzA4nKCQSEIiYggJjyYkPIbw6ISWsR3/S0TAKgD+EcbTv33LPz9odRkoChqtDo1Gh8ftwuk4eMDTw08/T+eObVm+ciObN22htLgQgzEQtVqN02FveanVam598iMyOvQ6rE5ZllGpVDTUV/P8rQMIDA4jIirW3xNqa8DlcPDsx3PYtmY+P3z0DB2792PM5ZeQmhLH4qXr+OazDxg7eQv/ffNezEFGunXrQnJyHGkpcbRJiyMpPhK12p+a4PZ4sVibqLfYcLu9pKfGYDTokWWFJrsLa0MTXp+PuJgwdFoN1gY7W3bs4423PmX39s288f3akz6nG7ZvZ9Pu3Wgbfah8kj8AlSRULplDP20KwB9ZFIf8UVMAyeHF0k6LyiuhqMFr8JezbF1H5e9TMSVmYG7fheROvZj5yAWt6g/j2TJ4xC1sWbecbueN4vanPxHnRDghT1zXndiEZMI9UagtJoxKGCpJjVojoQQ7CO1jYOnihVhqq+nQczDxae2JSUgnJjGd0Mj446ZDnW2KorB1zXym/vc1FNlHgMFIkDmEXn16MXRwb4YM7HzSs6f8FfIKKli+ahtr129j65at5O3eSkh4DO26DmDkVfecE7MMrF04ldkTP8TjcXH+8JEMH9qfquo69uYVUVxUgk+WUakkVCoVKkmFpFKhUkls27SB9j3O57LbnmXBL1/w85evtezTGBTs7/V2u1qWmYJCGDt5y9k4xD+VCFj/By2e8Q15O9bhcjbhcjpwOZr8L5eTAIOR6Pg0ImKS0BlMaDRa1Gotaq3/cZXtug4gJPzgifTLi3J5+e5hAC2TirscDuJT2hKXnElMciYh4dEEGAPR6w3oDSb0BhM6vQFTUMgJPVzA5/NSV1WKpaaCAGMgxkAzgcHh6AOM2G1Wdm5YSkHOJipL8miw1GFvtJCa2ZUegy/C7XZRuGczHpeTRmst9dWl1FaVYrPWYwg0E2QORavzt0GWZRRZxuVy4LQ34bDbUKlU/jlUJYmmRgsBBhMet5OImCQSUtsxYNQ/yejY+6T/HxRFYeHq1ewrLkbbpKDySKAGlVs5KGBtCVaPElApgE8Linb/ekWCpmj/QAS50YZt326qNiwkKK4NCX0vRVKpiAk18MNTw0663ee6qTNX8tqrY8nu2InfZ/2KWq3m/lfHi5xN4aicjiY2r5zD2oVTKczdxlOPPseGb4txOTx4ZQ95Tespc+aiVeno2HMo/S+/ltTMrudkPvTqBT/z7TuP8Nwrr/Pofa3/NvoNd7zIzCkTAGjbsQ8ZnfqS0rYzKW07YzKHnnMXooqiUFaYw6bls9m7fTXB4dFExKYQEZ2IWqNBkRVkxf93SlFkFEUh0BxG574jWo5VURTqqkopyNlCeVEuLnsjTocNfYCJrv3/QWq77q3+wulUiID1f9DG5bP44cNniIlP4l8vPIE50EiQ2YDJEIDFamfnnn3k5xdjdzjxuD24PV48HjdVVdVsWrOcmMQ0+g6/mh6DLm4ZGVxdXojb6UClVqE3BBIaEXvMLwpZlinK3UpV2T68Hjd6QyBZXfpjCjo8L8laV8XKuZPI3baayLhUohPS8XrcNEXtPK8AACAASURBVNksOGxW+gy7grR23dm1aTk/fPQ0Po+bxNQ2aHV6fF4vPq+XxgYr1RUleNwuYpLa8OjbU9BotDQ1WsjbuZ6aiiJs1jpsDXU0NdQREZPMyKvvJcBgwuW0U1GUS3nxXiqKcolLyaT30CtYu3Aq+bvWo9Zo0QeY0AcY0RtMpLTtfFJfCKVFZSyetgiVIuFVgS9QjdbRcsf/qAGrAiiq5vVSc8AqHbBODY5QyT9LgqLgczoonPUNar2BlCHXodLoCTFpmfqvC06onf8rPv/uN5588AEAOvYeRqfew+jUZzjmkIiz3DKhNfrvW/ezfsl0jIFmXnr9Va69fAjLp+5kwr+XUt5QyI6GxYTp4kgzdcOkCSF1aDc6/bP1TXKfs3UVuzevwFJTTn11KS6n3Z+fr9GiVmuQJAmnw0aDpZaa8iKS0tuxZf30s93s4xo84hZydm4hLDKWqvIigkMjiYhJpKI4j6CQcG58+B2K83ZgravCWleJLPvQB5haUsACjCYCjIG06zrgqLfJG621zPvpUwwmM0EhEQQFhxFgDAIUFAXMIRHEpWT+acFxfU05K+ZMoqxgF7aGetRqNRkd+5LVbQApbbv8Twafp+J4Aat4Xto5KC45E3NoBG3btefiCw7vGezTo+1hy5rsLn6bvw6T0cTC334lf9dTzJvyGUlp2SRndmHIJbeiUmuwNdRhNJkP+uA2NVowBgajyDKrF/xMcd526mvK2bJqHgA9+g+lMC+H8dZ63p60Ea12/+2mwtxtvP3IpWR37sW999xE3r4ScnPzMBoMOOrKWLZgFpUl+dz53Od8/updfDTuIy4b3Q+Van/9sqywd185z7/8MWuWL2bIxbei0wewct5k5k/9Aq/HRXJ6W6Kio/A6atm+bgk3P/4+G5bOYPbE/+B2OolPTic1PYP09GRm/fol65fOoKJoLwaTiUsvH4OigM1mx2qtYdInP9FgqaVL3xEMu/wuImOTj/n/EZ8UR4/undm2ZBNaSUJp9OEK1e6PRCV/j+mhva7yH58+SfIv8QHqlk3AB2oXzakEEiqNgdQL76Bk0WRyZ35K2sjbsBB0zLb9L1i9PocHHnwOn8/fI9FgrUOt8d8xuOaeVwiLPPZje4W/J0VRyNm6ivVL/EHb9bfczu03/MO/zqCwuW4B1fZi2psHEalPAkCl02CKOrGniB2v7srSfBrqqjCHRRESFn3ajwz+/efPiAgzM/z8fiQnXUSw2YTb48Xt9uD1+pBlmWBzIGGhgYSGBBEVceRBTa3N4nlft/zb7fGyY3cROXtL6Ng+lZdfH8fYx6+gz8BhxMbGkNYhEa1GS6OticbGJv8dt9Imigr3sWz2BLqdNxqd3oBWr0erC0CrC0CnD6Bo73Z2rFvA+cNHUlu0mZzaWuw2G0gSkiRRWVaMJKno2v8f9B1xFTEJ6Wfs+BRF4Zkb+7S8D42MBUVh95ZVzBj/Llfc8TxDL7v9jNX3v0wErOeY8qJc3n/6Wu576KHj3u6pqWvk829m8Nvs39m1eQ0qtX/gT3xqFv3O68+gAT144flX2LB8Nqt+/5G66nLUajVqjY4eAy8krV0PVs//iT1bVhEZl8zgi27mt0kf0KlbT4YM6oVWpbBl/TI2rFqEKSiUe178qiVYtdusPHNTX4JDI5F9XrZvXEmd9Ur+9cT+6aKuuvFpJElCH2Bg04rZSCqJ7KzklmB1644CHnz0VXJ2bEKl0tB7yGW8MG4BBpOZpbPGs2jafxn77qv8Y2iPlm2WrNzBTTdsZvXvP1JbVczPU7+jW6c2BwXALz9zG6+/O4HPP95MSHgM33z+GTHxqVRVlNDUUA/4p51aOnsCHrebGx/ZPyn70bTt257yvSXUlFY3zxzgwROkxhGmxmOUCKw6uPzBwSq0hLMy/qD1j6UH3QCRUKs1JA65jsr1c9k9ZSyJg66iqn4oTU4vceEmmmxuDAYtBsO5/9H2+WS+mzwfW5ODjKwsFs2dSXxKOx56YxLB4dEHXRgJwqE+ePZ6rHUVPPGvl7n71osJDTbh88m89+nPfPDOO0TpUhhgugY1+wcxqtRqEvt1OK163S4n7z11FdbaKqJiE6ivrcZSW4kkSQSHRzPq2gfoPcQ/68ncyR8z/5cvGX39gwy+6OZj7tccEknfvp14+J7LT6t9rZlOq6FrxzS6dkwD4PsvX8JifeKgwUtHUm9t4pkXP6WuZCtOpxOnw4nL6cTl8r/cLiejLr6Esa/ec8TtZVlh5bpdTJg0m/eevJpnP/rtjOTM2m1WNq+cS3r7HpQV5KDTG9BodWi1AYSEx6IzGKmpKGLJzO8wBoVgCgrBFBSKKSgYkzmUAEPgOZcS8WcSKQHnkMqSfN5/+loeeeIx7r/zkqOWc3u8vPPRT3z24QdEJ2RQnLeNwSMu4oF7rqdH1zZoNfsjoplz17I7p4BePdrTrm0ikeFmtu0s5Kvvp7N+3QbGjLmYO28ezdJV27n/3kdp27Efe7asYP262YQGm/B4fbzz4U+M++QTXvhsfksvgtvp4PX7R1FZmk9kTCKpbTIY++8X6ZgVe1BbS8pq+eTLqUyZNJkB/7iO9Uun03/AQLRaNVMn/8AFV99Hr/MvJSh4/+T/lSX5/PuxMfw29yc6Zh3e+5mTV8bY/3zPy8/dddSpUwD+efsLbN20mQBjEJWl+TgdNgYMHUW/fj3ZtGk7Wzdvorwoj8T0dnTtP5ruAy8kNCL2qPtTFIXK/DK2LdxAQ20Df3y2ZA3Yw3VovAf0Gms4OEVAUZBkmntl/akCsg7cZtVhqQSyWqGpppiCGf8lutcIIpO6oy23oUQGE1jpQ+WD7Kwwnn1hEAEB527g+uKb3/Kft149bPnHM/LPydxC4a+Rs3UVW1bNY8ms79m8ddlBDw75duLvvPryG9z57DgiQhLZ8Pl06vLKkCSJwJgwut15EcGJUadct6IoTPr4OXyueqb/+F7LhbIsK1isNj747GemT5vJE+9Nx+txM/WrNyjYtY7ykgKuuedlGi215O9cR2lhDh63C6/HjdfjItAchi7ASH11Gd//8BVDBnQ67fMkHG7b7kIuvvB6Rl37IANGXX/YekVRTiqAnPL5y6xfOp2nnnuGYYO709Bop6raSm2dhdo6K7W1FurqrdTV12Ott2K1Wmi0WrA1WrA1WPC4XZgCgzGZ/cFsZud+XHDN/f+zF+unncM64sr/wxwSQWKbDiSmt/cPXmmFGq21qNWalue9/y/65as3WPjrV2R36UW3Ht04r183hg/uhjnI0FLG65N58In3Wbl8JX2GXcFPn7/MmGtu5P/uvIqUxCj/403dXqIigltG2J+oVev2MOaSa4iOT2bhvO8JC93/u3DVjc+iaM1cfvvzB21TV13GtrUL2L52Pnu3r6f3gKE8+dgdZGXEU1VjZf7iDUyfPgcfWlLb9WD6d/9GpVLjctoJDY9h0EU30X/ktQfNaWhrqOf5WweQs2flYRNVn4zJvy5lT84+2rZJoX1WCm3T4w57Jnujzcnchev5ccpvrFg0l39ccx9xyZnUVpXSaKmh95DLCI9OPGgbl93J7I+n4vP6Dlqu6DX4Yg043W4kWTooRUDy+j+HB+a9KhI4I1SgOviza68rJ2fq+wSndSQoKROPvYGg+Exi19vQuTRIGjW+sGDSu8Ty9nutLxfvRKzblEuHdsnszi1h3cbdLFy0krnTJhObmEW3fneBoiU+LYHsntnoW+GIZ+Hs+eyl27DUlvHPG6/n3jsuPWgqppXrdnPjP+/mkX9PaUkl8didyD4ZfdCpz4EpyzJbVs1lzqQPUatVzJ39zWG9guN/Wsgzjz/D6Osfoqp0H+sWTyM+JZ1hw4fy0dg3ABh5ydUMHtSHnt2yCAo0otdrMQToyM0vY+qvC1k4fz5V5UXk71192HeVcPq+/mEeTz3yGJfc/CSDL7yx5cLY63Hzxet3k79rE9ndzqNd98H+J0AW51FZshe3y0FUQjoxiW2IjEliz9ZVVBTloFKpWfn7T7z/6afcdM3JD5B1ON1U1ViprrFQWW3hgw+/pqykmIEX3kSHnucfswPlXGNrqKeqJJd/P3blqQes3foMoiAvl7rqMgDeHL+O4LBTvwI9XYqiUF1WQG1VKUaTmcLcrWxYOp3i/J3IsoxGqyM2MZ0Lrr6fwOBw7DYrOp0eXYCBuJQs1Opzt8cJwGatI3/3RvJ3biBv51oaLbXccPON7Nq9l5zduynO34Mx0My1972GOTSSNQumsn6pf263A7301r954M5LT7r+rTsKSEmKPihIBv+UJAMHjOb2pz4ho2PvI84c4LA3svDX/7Jmwc801NegNxhp074n6dm9yNm6ErezgQ/ff5Hundu0zMH3wcffsWntSu589jPS2nVv2dfHL9zE9nWLW97X1+ee9LGcrKkzV/Ls0y8RER1LbFw8hgA9C+bOZMjFt9C+5xBiEtNbJn4u31vC6l+XHTDqU6b3JQOITItl/sY1VOwuQ+VtDlAVBcnH4VNhKQo+HfgMKnwB/nleFcDnc1ObsxZbUQ4APo+TppK9aI3BJMf2JyK5G1p9IFJdE889P5Ce/VP+9HNzpoWGZgBwx+0PE2MJpqHSTn0A/LZlFjpDCOnZFyFJKgICdIy6YTQarYaK6hq8Xi/RkRHodX/dfJH/C5oarSz/bQL2pgb/zCIaLW6XE0tNGZaacpyOJpIzOpGW3YM27XsSFpXQam9V5mxbzYKfx1FRuo+6qlIy2nflt2mfExRoQFEU7nnkHWZOnUxWl34MvugW2nTodVrHUl6Uy3/fvBedTsdDj9zD9VcMOWJnwFU3Psu6lUsZNuYOpn37NiMvvoL/fvIck6Yu5vEHH8HtcvD8a2/yyHFu+Tc0Og77/hXOnI1b87jvgX9RX1tD+57nk9mpP+uX/IritfP+O88we95qFi5YisPhIL1NOlmZ6RiNBnbvyWfv3jxKiwrIat+RPr27UVtbT3V1HYMG9ea6yweddttkWeH7yfOZ+sscNqxeSmhkLB16DCGzS7+Wjh6Xw+6fQeiAn5JKIig4gsDgMMyhEaRn92g1Tw+TfT7GPnY5+/Zson23/uzYuOLUA9aMDr0IMJqIT21PZud+ZHXp/6c1/Eiqywspyt1GbWUJhTmbyN2xHo1GS2xiCk2NDSSlpHHVlaMZc9F5BOh1lJbVsnDZJl575U0AomITcLuc5O7YSFBIBD0HXYw5LApHUyMOm4WQiFiiE9L8E0HHJqPTG1rNF/HaRb/isDfSvvsgImKSjlhm9YKf2bttNXEp7UhIa0d8arvDRur/8OEzLPvNP21IUloWyekZgESDpZ6mJhtarY7Y+HhUkoTBaODdNx8hIuzke9Lf/WQqEydMorRwL+269Cer2yCyuvQ/oadHvXDHYCZPGkeXDqmHrZv48xKefPRJxtz+LH2G+r/MPR4Xz9zQB1tDHVffdCcjhvUnPi6StOTo4+Y7nUk7c4p54ZVPydm1nfKSff7RpskZZHTsS59hV9FY1QQoRCXHoNHt7xGpratnzuxFeD0+JNmfDnDgGVK5ZVSe5s+m5E8RsMVqkHUqZDWgAtnrZu+P/0HxegEJl3V/oqxeH0KvIU/hNkpo82qYsejOv+J0nDaXy8NXP8zl3bffwagLwVFSR4NcRyTxeCQ3TTTiUDvpO+ql5i0kElPiKXHW4/P5e7R9skxUdATm4CBSYuOIj2xdE7qfbY6mBjweNzpdAEgSy3+bwLyfPqPPgPNJb5OK2+3B7fGg12lJSIglOSmWQGMAq9ZsZfWaDezYvA6VWkOb7B70HXE12d0Gnu1DOiqf18M3Yx9i08q5yLIPnd6ATm9AkX3YmvPVb3x47Gk9RWnV7z/x+8+fsn3Tbwflyh/JY89/wrbteVx4w2N8+87DhIQEM3/WODxeH7v3lpAUF0mw+e/9tKPWQJYVFizdzO8LVrNy5WpMJhNTfnj3tO7onWluj5eFS7cyY/Zi1q9dh0qtwmAwYTQa/Q+DMBkxmYwEBhrxer3U1NRTW1NLZUUZ1ZVlXHnnC3Q7b9TZPgwUReG9J6+irCiXth17s2nFnHNvWquKkjymf/MWe3esp33XnsTHx9G9W0eGDupG2/TjjwqWZQVFUVqudHfllrB81TZKSiqoqKjGHBxIaEgwRSVl7MsroKQwn6ryImRZJsBgRG8IJCQskoiYJKz11dRWlmA0BTWnRnQkOj6N8JhEwiLjTmge0iPxeT3k7VzPrk3LqCjKpaIkD0ttFYNG34AxKJj5P39On4FDWbl4Hj0GXcQ/rnkAgzGIpbPHs2bBFB55+ycMJjMFOVuorSxBH2AkIiaR6IT0w/5A7968gnlTPmPXxqXHbdeMOdM4r3f2KR0TQEl5Lb/MWMbCRSvYtHYlGo2Wf1xzP/0vuBbwB5vzp4xj/dIZpLXrTrtuA5j0yXP84+IruPPWy+jeuc3B58kn88jTH/LdFx/x0pdLiIpLAfyPGFyz6Bfyd6ylwVKDta6auuoyNBotweHR6PQGQkIjCAkNJjo6ksSEGJISYwgPCyY0OAiH00VNrYXaugZmzZ5PSeE+rrzmKjpkp5OdmUxG2sndbvF4fezOKWHTtlx+/vk3NqxZxi2PvU/7HoOPWN7nk9m2fRebt+xE7do/d6vkU1A75cNmFVDUYEnVggQqL1j3bKNqywK6Zd+MRlGj8sjIdjsNjnLqbAUEGWMIyeiBI0RiQLSe51+58KSO52x4/9OpvPnyS/h8Xnwej//RtYfok3oLmk7t9i9QwBVycK6vAvh0oNaoCTAEEB4RQkZsEqlRcaj+RsGroijk7VzP3u1rKc7bRmHuNmwN9eh0AbjdTrweN936DOL1Vx6hR5eMlu3KyirIzy+ktLSCmppaYmOjychIJSsrg0ee/ZjxX3xMSmYXBo76J5JKRVRcCqlZ3Vr1hYHP68HtduJ2OnC7nLiddoxBwYSExxzUbkVR2L1pOQDB4dEEh0VjDDQf9dg8HhdvPngRDz54D3fefOwAYPmandx552M8/s5U3nr4Eu76v7t4+J4xZ+4gBeEEvPHeRGb/tpB7X/r2iOtlWUZqnkHhRMyf+jmbVszGHBxBUGgEJnM45tAIgoIj0Gh1/lxsrxuvx01QSASxSRlERCceNhbhnJyHtbq8kC9ev5shw4by0jO3/6VXnA6nG2uDHWtDE/sKK8kvKCU2NoI2KXHU1DWwdv0ONm/ZQVFhIaUFe7E1WDCHRRIZm0RsUgYdeg4ls3Pflu52WZbZtXEp29ctZM+WlTQ1WggKCccUGEzJvl1Ex6dw3sCBdO6USfusNMxmAy+/Pg5Jkrjj1isZMqATJeW1vPja58yZPhW1Rkt2p+4U7sslIiYFl7OJypJ8sjt3x97URFF+LkgS7bsNIDmzKzGJbYhJSCcwOIw1C6fyzdiH6dJ7IE88fg9Ol5v05FjaZ/l7QI/XO3CgP54gZbHYCAkJPOzKc8KURdx3x50ktcmmvDifkVf8Hxdccx9Tv3iFNYt+pX2Xnjz4wK2s37CDRYuWsWfbRhLSsqkszSerQxfGvvkkHbP9A6qWr9nJmIuvwufzEZvUhsjYZG598kPcTidej+ugFBVFUWi01vLDh09TVrAHrT4Al8P/AAG3w46syAQGhaDVGwg0hxBoDsUYFEJCansS0rNZu+Bn6msrKC3YwwUXjeHtV+49KFf3ZMxbtInbb/k/bnxk7DEf/er1epnyw3Q8Li8SoHb6DkoRUACvQcIboEJRg6yS8HlkdGu2s6FwEtGGNoQGxONWnDTINdTaCpAkFUZdGD3a3YI9wYSqvJ4Zc287peM4G7avzufhy16n1FlAFaUEYCSCGGJJJiAshqZRndA17g/yPUYJWbf/NuwfAb6s9adRyDpQ69TEh0Yyqmu/VhlYeXxeGl12AvVGdKeZuuTzedm4bBbzfx6Hx+Ok34BBdOvagc7tUzHqISMjlcBA0xG3ra2tY/z4KXTp0oHY2GgiIsIoLS1n7tzFDB06AI1Gz+tjv2LhvN9QqdR06tGXovy9yIpC7/MvIyWzC0Eh/sdJBgWHodacW7mW499/nA3LZ5Oe2ZG6mirqa6vw+TyEhEUTHZ9CSlZ30tp1p037/bdVX79/FIGBRoaNGMbD915NaPCRz+24b2bx489ziUtpR13pLmZN/eCvPDRBAODbSfN54qFHiE3yxwc1lcVUlOTjtNuQfV4URUGj0WEOiyQkPIrgsCh8Xi8uRxNORxOB5jBGXHUPbTv2obwoh5fvHs5jz75AQnw0FVW1VFXVUl1VQ01NDR6vF51Oh16nR6vTUl1ZReG+XBqttcQkpBGX1JbEjE506j2MuMSU0wtYh152O8Mvv+tPy1tdt2Q6+3ZtwOfzIvu8lBfmUFVWyAUXj+HT9x476YFBf6WJE6fSvXsXPIqG3LxS1m3YwcL5iyjYu4vUtp0wh0ZSsm8XGo2G0RdfyPAhfUiMj6Ciqp6qGgvdOrUhOeHEp87IzS/HYrXRs2sG035bzZ7cQtqkJXJen/ZERfgHJcmywubt+cycs4ItW3ZSuC+PsqI8VGoNMfGpBIVEUFGSj7WuCp3egM/rwet103vAUL4e9xIhZiN2h5t6i426+kbqLDbqrY1YLI2Ul1ezcdM29uzaSVVpAT6ft+XqKTQihsTkdBKSEomKCsdudzDx63F06jOcS29+gqj4NCQkZox/h3WLfkWr12MODqPBWkd623aEhgQza+pELrnpCVAUZk38D0uWz6FdRkLLcVVWW9hXVMnll17H8DF3sHjGt/h8XvqPuIoRV91LoHn//Ilfv30/F48exL23X3zYOfzy2+lMHv8d/3zwraMGktvXLeTjF24hNCKGiZO/olN28gk/R7u6toFvJsxh+fI1rF+1hMT0bB56Y9Ixt3E6XSxZsJKqsmrUTh/qA8ZruQNV+HQSqKSWqV2N26vRl1lp8tRR4ynB4qlErzERZIohMDiBnIqFhAemkRrVD3uCCcXSwMxZt55Q+8+WHXuK+HXGUhYsWMLOzeswukxEKnFEEUeAtP+i1R0fRN2VHVA7FQLLZMAf0Mv6g78rZBXIuuZR2mp/0KpRqxnZqTc6g57dNYX4ZJnM8EQSzJFnLYhVFIUV+7aztTwPSZKQFZmOsekMSO140m1yOppYMXcSi379L1FxCdx7721cc9kgamvr+PHHaezenUtISDBarZZevbpiMhnxeLwYDAEkJMRSW1vP6tXr6dWrG927739y2I4dexg/fgrh4aHExkaRkBCH3hBIu6w2BJuNyLLCouVb+f6HGezLy8NSX4u1vhZbQz36ACOJ6dl07DWMjr2GEhV/eNrPn0H2+Sgt2E3eznXUVBST1eU8OvQ8/7Bydpv1/9k77/Aqqq6L/2ZuTW5674SQ0HvvHelNQEFBUbAX7I0XC3axKzZAEClKkSJFpDcTIPQaAiQhpPeeW2bO98dNQkJCV1G/rOfhIXfmzDlnJpO5a/ZZe21OHdpFZkoinW+7g7Skcyz8/EVMTs7s2rIQg0FHTl4RCYnpHDl+lsioQ+zfF82F+NM0bt2d5h1vQ7FZyc/NZPeGn3B1c+e9d6fSp3v1ymv/e3M2v2/cTq9hE5n/8XN4+QbStlMn5n419e+4JLWoRQWKis3sjDzOqdh4IuoF07xRXXy8XdFqNWg0MsUlZuIT00lITCc5JQODXoezswlXFxOHjsTy1Rcz8fINpsvAu9mwZCbpyfFE799cxZXjSsjJLeTg0XMcOX6GqKgDRO7YTFBYY07s33HjhNXJxY3C/FycXT1p1qEvt096pcZqRjeCXb8tZvGXU+nebzCtWjfH0cGBkGA/hg/s9K/IgFy8+Bc6dWpLaGhVfWlyaja79xwnNT2bQH9vRgzqdF3Ryz8bqipITM7k2Ml4zsUnc/58ErIso9NqWbFsOXk5WQSGNiTu9EFURUGSJIwOTjiYnHEwOeNocsbB5EJeTiaJZ4/j5OqByeSMq4cnbu7uHDu4D2dXT1p3G4LBwW69UlKUjwSMnDS1mnODEILFX77C8ehtFBbk4uHtj1ZnoEGLLgy441EuxJ1g8ZevcOzwhioWXOUIrdeZoDrhfPThNHy9XXnwkVexKDIPvzobgMSzx/j8fxNYuWphNXkBwKr1UTz1xHPc/eR7lyWsKYlnmf/xs9gsZgoLcijMyyKicSsGDOzH2NH9rihLWbZ6F889/SJ52ek0bt2d7oMnUL9Fp2ty2MjNL2Dd2k1I6aXIwk66zO6aiuVuAViFwGfLOSTFTtaQJGyqhZiiKLKsSVix4OfWmIYB/ZEkmcIQE1JGPmt+u3WENSe3kMSkTFQhyMrOJy4hmbj4JM7FXyAzPY0L8ecoLsqnabteNGnbi0atuhH5v7nknEkE9eIzStXK5A2MwBzhCarAlKqiLRZYnWWEpqokQNWB0EgXo61l7xuebm5kSAUoqoIAdLKGCI8g+oW1uSWkdX9iDHvOn8SmXnxL0coa2gU3pF1Iw2vqIzczlW2/zmPXhp9o0bYTjz54FwlnTwDg6OiA1WojJCSQ9u1bcerUGfbvP0Jycir164cRERFGaamZpKQUHB0daN++NSEhgVX637EjkrS0DEaMGIhOd+3PZkVRScvIZcuOg6xZt5WonVtwcHSmWYe+NGvfl7DGbWpMhF23+HO2r/kBD+9APLz9cfMOxN3Ln2bt++AbFFbjWFarmfOnj3Dm+D7OntjLmePRuHp4k5WWhNVipln7PtRr1IaYw7tRVAVVsWEuLSYj+TyNWrTFw9OTqB2badKmB8cP7GDC/Q/w9rTJl312X0jJ4udftrJu7UZOHNpLvcZtaNq+N6cO7uZY9FZOxeyplguQkZXPy6/N5LdfVzBq0lQ2Lv+WYSNH8N7r/w6NeS1qUQ6z2coXs1ayeuVamjRrSr8+nW+K61htCidjU+nRueeNE9acnFjOxiUx4+M57NkTTVryBZq06UHH4N5GEwAAIABJREFUvmNo1KrbTfkhxp06SNSmZZw9GU1ORgqDR97BC09PILzuv8OqYfHiX+jcuR116gRfvfE/EANHPE7U9g3IsoY+Iyfj5V8HxWZFsVkwl5ZgLikiIzmOzLREegy5F0tpMSvmvkerDt35bdVXFTemoqjMnr+ej2Z8TFZ6Mnq9EYEgrGErIpp3IjC0IYV5WeRmpVFSlI+s0bJv2yomTr6f+8cPIXLfCZYuW0vkjq2YzcXIkszLr7/OlIdG1jjvxAuZBAZ4Vow/dMzTOHmGMvze5zl36gCz33mUqa++wqQJNZcsbdNpFHqjC4+9MbdG/bEQgnkfTiElPoYGjZty8vgRvAPq0rHvGI5EbuBw1EYeeOxxXnvx3steW1UV7D0Qy5rfdrJj205OHduPyckVn4BQgus1ZcCdj+Pk6lHjsYpNYfk3S1EUgdBJWJwuWlsJQBSY8Yg8j6TXgV6PAA6mr0IWMmHGljgFRiCVlfpTNRJ5IQZ8FMGPP4697Hz/KmzbfYyPPplDdOR2nF09kCQJB5MzGJwolfXoTG4YjG44uPrgXyeC9i1aEOTnB0BJVh67pn1HQUomCgJJUSlqG0hh5+AKAm/IFwTpPEgrzatIuiq3BFP1XHRWMACyXWahGMB2Se6EVtbQJqA+iUUZKEKlkXsITb1C0cp/vd/rrKhfKbFaqm03aHU81GlYDUdcRGF+Dr/MfovDURvpN3gEg/q1IzkxHptNoVWrZrRt24Li4hKKiorx8/OpkAEIITh//gL79h0iKSmFCRPG4OFx+QpPqanp7NgRSWpqOq1aNaNTp7ZotdcvW1AUlZ1RJ1j56xa2b9lKRuoFug68i0Fjn0RvvJj5XlSQx2cvj8UvIIAxY4Zx4uQZInftJjH+DE+/9xNBYY0pLS7k3KkDnDm2l7Mn9pFw+gh+wWG0bNOWbl3a0bdna4IDPLnznpeJjTlJXk4WzVu35+67RmA0GtDptBgNetq3ro/J0W6NdvRUAgt/2sADE4dRL9Tvms8rJ7eQ5b/u5NdfNxF39jTvf/A6A/u0qbFt7LkU+va9ncfemMfmFbMoLcxiy/o5/+jVxFrU4u+BjLt7vZsjrJWRnpnHnB/Xsezn5WRnpdGpz2ja97kdo9Fez1dvdLyhuriZqefZtnoee7au4Knnn+fh+4ZWPET+qfi3E9YtO49w8MhpEhOTSUxMRlFs9gxDRwccHR0xmRyoGxqEl5cbMz74kvgzp/D2C+TpZ5/gvruq+3vabAqKomIw6MjIyuf3LdFs2RbFubPn8PLyxtfPBzdXZxRVxWazMfne4TQIt0dyfvplO088/CjLVi6hR+cm13UeK9dF8fSTzxEU1pjzZ47yxtvTmTiu32Xbp6Tl0LXbCMY/NYNGrbpW219SlM9zd7bkwy8+R1VVvp/zIw7O3kx++SsAstOTePPR/ixfuYjO7a4tAma1KcQlpHHy9HlWrt7Mlg1rGDV5Gu16Dq8xqpeRlsX65WtBr7cvdZdHWCWQsopxO5yO5GAAjYbTmdvJKUmiXeAdSBYbuLtUSAcK/A0IvRadIrF6wZ9fIcdqVSi1KKSczyc2JgtnFwPtOgViMGiZ/sF8vv/mawaOe4L2vUZWrMxs2reHc0kXoPzZI6iw+NJoNPTu1JGQAPtLqxCCY9EHiT52mBJvB4RDpeiegIZewfRu0Y70rCxizsaRV1hARkEeaCRsZRFUVQui7DBZkrA6gSJf8twTAknYE7WQJLSSBl9HN8bU7/GXJ2l9sfOXGpPLAJ7oevtlo74X4k7y7ZsP0K1XH96b/jhpKcns3BnFnXcOx9HREaPRcE0R4yVLVtG6dXPCw6+8VC+E4LfftnDmTBwTJ47F2fnmSo2CvcjHcy9/SHJSMs99+EvF9rzsNF6d1INZ82YxbEAHuvedSFpKEt7+IfQcdh/1mrTjtUk9CAgJo027dnTr2oY+3Vvh7fnP9Akvx4IlW5j60lT63/EYAXXq88PHz9KidQeWLHgPve7fbblYi1rcPP5kwloZew7EMqCPPSvS1cOb0uIiLJZSDEYTHt7+9Bx2Hx37jrqmqgyqqpKeHMexvVtYOe99dHojrdp34dWpT9Cxbf2rHn8rsGjRcrp0aX/LCavVBgWlEoWlEnklkFskkZpnf2loEaLg66qiqBJGneBG3wFUVXD0RDzNGof+JfKG/IISDh49d91ktRwpaTl8+d1yHrxvOHWCvDl49ByN6wdXkZZE7ovhh0Wr+X3Nr7i4e/Hk2wsvW2hi/eLPiD26B73RkYhmHekyYBxGBxPFhXks+PR5cjOT+WXZN4TeYFWcrbuOMmXKK+RmZWB0NKE3ODLqgWk0atWV7NOJbP56Kdq0AoQQFHYLQ3E2IkkSih5sOcX4Hs5FKpNLnM7aQWLeEdoGjMHF6IvFVYfFyYjkpEfVa+yRRZtgzbyaI9bXi4TcAt747QAXjuejTVOQrQLJJtDnW5FsKnnFycSW7MZanIffvfei8/QizMmXNu710dgkVm/ZipDAarIv22vMAm0RaKx20urm4syoAf0rxrMpCvN2rcVss1aZh1bWMK5jP1wcqia4WG02ElJTSEpN5Oi5Y0h6PbLOgKQ3EB4UQkzhBazly+9C4HRewZSiIgk7uc0L01Dip0Ena+lXpzUagwatJBNi9EYj/fkR18UHNpFRlFdtu6ejC3e3qfnFa//Otfz01f945dVpPHL/EM6ejWfduk2MGzcSL69r05CVY/nyNTRr1oj69a9cP/3kyVjWrt3I5Ml34+ZW/e9m3aZo5i9YgauLK40ah9OyWX1aNQu7YtKsqgqWrtrJlMee5NPlJygpLsBgcEQg+GX2Wxz6YwOrf/2Rqa99TtyZMzTt0JfcjGQSzx0nKDiEdSu+uK5zvVUoKjbz6NMfsHvbZvqOehCb1crmlbN5693p3D26uq62FrX4/4mbJKxrNqzm+Mk47ru7fzU9oaoKuve9l+MHI9kVtZkmDUKw2hTy8ouJ2neSjz75jvizMfQd+QDdBo1Hb7i4Dldu6XT66B4SYg5w7tQhHE3OePr4E3N0H8PvfYGDu9eTkhjLex9+yP3j+186vVuOW0VYz6TKxKbJlFokrGXfu1oNIMCmAhKoqj0op5FAlu2k1tdV0LOx7W+d663AqvVRPDBxMjq9gfCGzcnPyyUrPQWdwUi7HsNp12sEgaENrrvf/NxMPnz2djp168HXn76A4xUqLFltCuMnvcrZ0zHk5mTSok0HPn3/eYKDvKq0uZCcSUxsEhMn3M9Ln67G3dmP9Y9+iEBCKtNuqjqZ4haBWH2dUQwSSl4JvkfzKzLkS22F7Dr/Pd3qTEavNYGikN7KE5Oiq9BvyhaVX+ffvH3OptNJvLpiP7IVECCEgpxWABeyyE46RlbyERQnDaZ2LXEZ3BtJr0UqlZBtEpKTFRwVhFVCSncAARKSPdIqwDFJBY2E0Erc2aUfKZmZnExNIO3wH+Qc20tuVhqWogJM/nXwadODkYMnEODsxuE/NnBi/1Y8/eoQ1qg12enJHNq9jrjTR3Bx86C4uIjC3EyenrGckAbNmX1wXYVe1CnBhilFRVYvnqMqQ04jLaVeMsIAkpP9SsuSxGifbgQZvWq4MjeOpLwMVh3bXU3DOrRJZ4Ldqr4QqYrC6vkfEr1jFfN++IquHRqTmJjML7+sYfTooQQGXr+cauHilZgtKhMnjLziy6iiKKxcuR5VVRk5clA1ScDjz33Cwjn2VYigMLvtWFpSHG4ePtQJi6B+g/o0aRxBSJAvsWcTOXnqLPv37iUnOwP/kAiK8nNITojBZrMSEFKf8KbtObZ3M9u2LcfX240lK7YTuecwdesG0yA8hG6dmv5rPEt7D5jMwT3badymBykJMXTp2Zd+fbtwz53XX/2oFrX47+ImCWv5z79tXkdxcSk5uQU0ahBC/bCACs3NhZQs/H3c0WhkLFYbBw6fIzs3n5ycfGbPXsjh6F08Mm02zTr0wVJawsIvXuTYvq34BobSoVMnOnVsSY8uLagT5E1efjH3P/IGiqKg0WjR6bR07dKexx+4spbrVuBWEdaoMxoSsypZ+Ni/79HIF1dZwS57lCR71EoV0LuJDXfT5X/f/wWsWh/FYw89gV9IBEGhDWnYqituXv64e/nh7OZ9Q3IVVVUpLS7gh4+fRVJL2bbh+6sec+DIWQYPGM39L36Ob2AYuzcsJnLjMh6ZMoVnHx+DXqdFVQXfzlvLu2++Ta+h9zBw3BSO/fgbsWujqle9AkoDXMjrGYw21YzXsdyKNsW2PPZe+Akvx1AaePVCqzEghCA90BFHDydA0NjbmRnv39yX4/nkbIa8MQtLehrmjDQs6cmU5qQh643ojS54eDfEoU0zSntV9bVEBb1kA0mgOgpIN4JZpnJxWoEARxu4WiFbhzZLg6xI5BzeQ9q6pbi26YQpIAxHz0DM5+LIPxGJTgNFBbk0btGOAQP6kHA+mYMHDuLp6cWIEf0ZNbRbRUWgJi0H0bbHcAbc+TjxuamsPbMHVIFnVGkVsloOixOkt9GjGFX7nMugl7SM8euKIqn4az0xyH9OcmhaQQ57zp8gqygfT0cXOtRphK9zVY1zQV4W82Y8BaqFnxd9SpC/J7Gx51i3bhPDhvWnbt061zzeqvVRfPLJd5yPi6WoIA+jyRmtVkef/oN4/qkJl/UgVhSFJUtW4e3tRd++1QsGpKbn8vGXP7Fo3hwen/4DweFNyUhJICXhNMkJp0lJiCE3KxVv/zqYnN2JORJJTkYy4Y2a88AD47ljhL3PDZv3s3zlRh6aNOYfu8J2PTh6IoE9+0+QnJLO/eOHEBRwfVHwWtTi/wdukrC26zkcF3cvorf/iquHDw6OTqQlx+Pl7cfmDfOrlYj76MulfDJjBv7B9XA0ueAXUp/ug8dX1FtXFYUVc9/hj9+X0rF7H778+CX8fS8v9v8nY9Gi5XTt2oGQkKBbNocD8RpiU+zZJDrZHmFVhT3iqpGgU30bMmDUC1z+49X8fl65g+effpGIZh0xGSA1JZmEMyfxC65H59vupGXnAVe1Z9u4/Bs2Lp+FqioIVUFRFCzmEgxGE6XFBdRr1ILoP5ZddS5ms5VJj73Fjk0b6DlsIu16jsBiLmHpt6+Rcj6Wnv0GkZqSwoXE89zz1IfUqd8cgN1vziX9WHyN2kPVqKOgaxilbjLeuzKQy6tjlbkEnMrcSmbROToEjsOodcHmqKc00ITOorL4x9sxOt54udKnvv6ZBe9/gM7LB5OzH66SD46u/pic/dDojZidwZgHJZ4qmR0vHqcpljAma5AqPWYsTiD0NTyPJIGstyBn6Suir/kxR8jZv5uS+LP2ZQMg4LXn0bt5osadR+fiTWiwD/3Dg2nu5Ul2sQVkQQt/DyyKwFmvZW9SJvv2H2fpRzNBq2f4Cx+RWJzDmdREvPdaqsyt4lprIbmLDqubCuXvOAL0ORLGHAlJAouvoHWdBnQxNUWW/tqEmbPH9zHn/ScYMHQ4n74/Bb1Oy5Ejx9m+PZLbbx98XZHVJ1/8nF+XL+H2SVMJa9Qad+9AJEkiLuYgCz57kQaNGrNi8Ywaj83OzmHBgmWMGjXkimOOHPciwQ070vm2OwE4umczcTEHiWjagXqN26I3OhC1eTkLP3uJJSt+olfXZtd3QWpRi1r8p6CqglNnU+nSvvtlCetVVd7jn3wfvdGB0Q+8WrFNCMHsdx8hPKI9AcH16NK9O89NuZu6Ib7k5OTRoddIxjz0Wo39yRoNoyZPY8CdT7JmwUf06DWaDp270aBBPXx8PMnKyiUrO4f6EXUpNVv4/fdt7N68FoAvv/uWu8dc3oD9/yPCfFT0Gvs3rqujIOqMlghflWBPFS8nwQ0EFP91UBSVmXNW8+E77zH55ZnM//hZFv80C39fDwqKSjh6Io4FC1awev4MfALq0rBVNzrfdgfe/lUjUvt3rGHd4i9Y+esSggM8UVVBfmExiqry5Vc/U1Jawv33jkJVxVV1vAaDjgWz32D/4Ql8/MWPzHhmBJ6+QQwZ/wzeAaHs376agHp+jH9uZhWNt3eTMDKOx1frT0hgc9ajLQWNKpPvpsEtu9ISssZAU+/bOGRdRXZRPIFOTdAWlOAYb6PQz5H1i48wclLbG7q+b6zcyfzpb+F7372YQiPw3WcvJXtxcmAosEdJLZUd7xRwuKBBuuTZo88XmD24SAQr9SNn6au0d67fjIzNayrIqmTQYyvORxvsidQiGB+fHLLTM5hzIh/XkHz0jlZURaIg1kRBtiMIUK0KxQcOkZOehEP9Bqw7fwCNrEHW2eUSUg0qGYtJQnGoxGQFOMVJ6AokZNU+P00BHM46xYHmJxhg6kgDXeh1X9urQbFZ2bJyDht/mcV7H77LXaN6ApCRkcW6dZsZP37MdZFVVRUsXTCPFz5egX+IvbJVUUEu21bPY/ua+YQ1aMKY0YMve3xSUiqyLKPXX/nlx93dlZzMVIQQRG5cyoLPXmDI6Lv57adPSThzgjoRzQht0Aqt3sD8BatqCWstavH/DOs3H+DpKS/S57YBlJrNbN/8O17+oVc85qqEtbLVSDkkSeKBV77Bainl/JljHNi5hk4dbkOx2dAbjdz77CcIIa6YoWpyduWOh9/gzLHBXIg7wb5DsRTlR+Pk6oHR5Mq+6NWUFBXQpf849u3agsVcQqsWEZft71bgStHpvwtujgK3SkuWwZ7WK7T+byC/oITPvlnG2bMJFBeXcCbmJEgyj7w2BweTMwV52bRuXq9CstIoIgiTo5Hl3p5069qO9b9t5es3JtGkbU+atutN/eadkCQJd29/Quo1Zfjg0ahCxWa14ODohNHRmeLCfOo2bMVDDz6Nqir0GziY8eMG07FNgyuS1zYtwlk4+w0s1mksWbGdqS89ywOvfMPAcU/W2L7uwI6c+mU7qlWp4r1q8TSQNjIEm5MMSLgoLuTH5uOSqdijrEKAzYaLwYf04nMEmBojyTKyxYZTYgFf/3jwhgjrqiPx/By9H62rKw4R9TGm2fPZq52xsG8rrHNxr7bw8tdFUypQHKsWn5U0CkgaKifMS5JE2CMvU1qaRca2tRTvP0z2D8vwfflRZCcTSakeOEhWnAIK0WhVJAmExYxyPo6S/WnkHknGcj4RfZ0AvB+dgNEv1N6vwYreqZS8Aj2uR+VqGtb8MBnJKqGxSah6gcYm0BdISOrFOUuqhD5HpiDHxnrNblxlJ/w0f46+VVUU9m1fxdqFn+IfGMzGjctoEB5IaamZ3bv3YrPZ0Ol0XI+BQVT0ad546wsMRgf0BiO5WWlsWTGL3b8voWvv/qxes5iWTa/sFNCsWSMUReHHH5fy+OP3X5a49u3Tmf+9NI0da38ktH4LHJ3d8PHxYv53i8nJK2Ljtv1ERh3mrfff4fYh1Z06alGLWvy34efjRlpSPIvmfkPPYRN5+NU5hIY34oH+l5c2/WmlWYUQ2KxmJElGo9Xx6ODQin0RTdvTsssg/IPDCQ5vWqUiUU1QVRVZljm2bwvH9m1BZ3Dgjw0/M2366zx83z+nHvrChcvo1q3jLZUE/H9D3Pk0+vQZQ2iDFoQ37YjB6ICrhw+N2/Rk1Q8f8PvSrwEYMHwsc77+H0tX7mDeDz+TGH+W8KbtOXVwFyFhERyN3o2jkwvFhflMfmkmbbpfvK+KCnLR6vToDQ7VXrqEEFw4d5z9O9awYenXtO7Yk83rZ1VpU16Wtl6jFrz+2gv079OmImFx7qLfef+dj5g6c31FWcdLUZKZR9SHi8iLTwPA6m7g/OQIhFa6yBRVgeupUtz25KJTJaQywqqoVqJSfsbLqS4RPj2QyrPazRbyDQq/7noEzTV6J09fG83yA4dJXTAP105dcW3fCUO2wCVBVNN9CsBmgJwIgTnQzl716TL6vDJLrnIHKy2oWoGQ7X6oQsYeaZXtS++SWSojivZ2NgcQkr2/vD92UhITi5Kbi5KTh7BY0Li5onFzQ+fmClodlguJWNMzMdbxx7V5AGpwQwyhdZD1jvYwtQIoIMn26KrWYEOfJXCLkpGAvDCJYl8JIUvIZrssQQgw5IEhV0K+hKoLBCV1bFgjLDTUhjLEoTuKUMiyFuCgMeCsuT4dTnFhHkf3bOb3ZV9jcnJi6tSnGT7wosZi7dqNmM0W6tQJwsPD7Zp0qxu3HeTjT7/nxJFo+o16mO6DxhO9YzUr5r5Hv0HDePm5+y+rWa0JUVH7OXr0JPfdN/aKXqyqKog5m8TaDZH8tn4Tzz7z4GW9SWtRi1r8/4OiqDzy9IecOHGaR9+Yh0GvubnSrNdKWCtDCMGsdx7myJ7N6HQGSksKK/Z17Duae5/5qMbjls2azu7ffsZqNePlGwwIxoy7k6KiEm4f3puuHRpf91z+SvxbCasQUGQGk4HLRmisCpxNk0nPl5Al8HMVBHqoONy4DPKmEHsuhd827SEyaj8J55N54s0fq7WJO3WQhNjD+AVHsHzWdDLTkgip14QOfW4nOLwpMYd2k5+bSWFuNq6efljMxbTodBvhTdrfUDLWsu+ms3nlHLr3G8aY0YMY1K89Hu7OqKrgqZc+48dZMwF7lLDf0DF079aBFs3CGTPybt6Ysx0Xt6tH4/IvZLBkxzpyG5sqigdUQBX4bSjAMaME2ayAYo+2miUzR9LXY1PNtAgYhqPeHaGqCLOFfGctv26ZhLaMQNtsKqWlNkwmXRVyPuP7LXw+/1tKYmNw794Lt669kCQJyaridVRU032qMmS2vFhZSnFQMGZq7W4ClFWbksv8UMsutUAgNGAzirL7ULq4XRKgs3PMyhBSGdlEoJotFeTVlpuLsFjRhwagDwlAKq/GZAGpXF8qU1ZVoLyzsiHLT8ZGlQElFeQiQCsjVSqVqyuwE1jFJFAksJkEFn8Lzo4GGugDOZibaO9YSAQZvBjh2RkHzeUdJfKy0zkStZHDkRs4e2I/TVq15777xjLu9p5VovdJSSmsXv0bkybdfdUleUVRmbtoA99+M5fc7Ex6DZ9El/53YjA6snz2m8Qc2sV33350QwlN6emZbN/+B6mp6bRt25KOHatXCCsoBaMWaq1Fa1GLWlwJZrOVXv0ngqzn8dfn8NjwBn8vYb0U2elJxB7dg3dgKKERLapVx7Jazaxd8CkHd69l04afcHU1se/gaTq1a3hF66BbjX8rYc0pkth0TIsQ4O0iCHBXCfFUMeggr1giPV/iyHkNinoxoCdJdk/XBgE1pFT/hVAUlQ8+/5mZn35C41ZdcfcOpEm7XtRv1vGKx+VmpqIoNjx9gzi6ZxNfvTGJFu27cXjvTgDe/iESD+8ACvOy2bPlF+o2bEVYozacPb6PXb8toqggB9/AevgGh+MTEIqLhw8FuVmcOriTkPBmNGnbE61OT1FBLnu2rODYno2cizlEaHhjunTtQof2zfDz9WT23OX8uvRHvANCCQlrTNzpwzRt25Nxj79zzddg9pG15FJabbtkFXgetGB1lvGMzkEuMtt/X0YDAkjI3sfZrD9o4tUPP6f6dp6mqtgc9FgcZTSlNjRmBTRgCPPm4Yfb0a1bCN+sPcjLE8bi3aEPHm17ITsZUYz26ChWFX2hinOinZyiCFChsI6MkKWLJFDYCapUblMBqJKdsIpK7waqViC0lXiiXPazJC5uk8q3X/Kskittt+si7AfLZbYZNqnMNqtqP6hUkR1UoNxmCyqM/OUSCVmRqjkaKM4qKJXIrUbF4FpCiVVfFsmV7AMK8NW5cZ9/dVu+ooJclnw9jWPR22jTsQfDhvVj1NBuuLvVbMgfF5fAnj0HGDv26n66r707j2VLljF0/DM079Cv4pmbEHuUL6dNYP/+jfh41exBfK2IjIxm//7DPPzwvVUirTlFEpuPaRFAyzoKEX5/7zOjFrWoxY1BVQXPT/uK48dOUpCfx+uvPUO/nq3+1DHizqfx6/o/2LY9EqvFSkCAP/7+PvwwZzb3PvsJn71y140nXf0Z8PAJpEOfmj0gFcXGF1PH4+7uyqYNP1X4VPbp3uLvmNr/S7ibBG3qKkSf05CeL5FVoOHoeQ2SZHcYUFR7MK9hgIqrg8DJKHB1FOj/5mhJQWEpw0Y/Tl5ePs9+sLQiSeRa4OZ1saxiSbE9wh8Xe5L+Yx6l1/D7KtwC3ntqKMWFeZQUFTDz13NsWDKTkGA/xo6+g5iYOGJO7yN663JysjIwOjrSqUtXtq2axaIvX6bn0In0GHIPvYffR+/h92EpLeHM8b2cPLiTqC/mkXbhHHk5GQBkJMcz9pHpTH7l6+u+Dp4u7uTmp1TbLjQgyRJotWS1c8frj0yw2DOIJEki1KMd7jp/olOW46z3wqT3QEgS2lIr2iIFrFawKgidlpJjiXz2voXo8+ksP5uEc1gjNEYTeskAxQJtsZ3jFfurqBaZUg87GRMAGpAtILQSajkZLSet2AOYig7EJUFBpTzaKkllzQVCpeKpVEEey33bpIu0USAuEs8KAly2t4wsSmXHVLpilaKqZZsqcylJqrCFk5DsY8iiCjEth1wiVz0fRaa0wAH0qp2Z2ycOQiLNmsumjD/o6925onlhXjbvPDGIXrcNYOmJXdXcVmqCTqfHbK5ewvVS5OQVMW/Wtzz51kIC61atxOYfEoFWb+Dw8Tj69Wh51b5qQlFRMVu3RZKcaWH4iOp+rOUvu0hwMF6Dl7P4z9vp1aIW/3Qoisr5pAxOxV7A1cVUY5XG9z5dzMYNG2nXczhrF35KeFjATY1pNls5dDyeUzHxbN+5lz1/7CY3K52GLTvTsGU3jI5OZGckc+jEeVp3HUzDZlfOs7jlCzbR21aTFB/Dgnmrq5iq/1Ww2hRWrNlNu9YNqBvi+5eP90/A4fMyp1M06LUQ5K6SWShRUGJf6i8v4SmE/Z8sQT0/labByt9OUCujuMTMsNGPo3dw49n/fY9Gc+OTad9rBO17jai2vVS14Df4NmLWrsLzzlF3LOkBAAAgAElEQVQsyt+KZ1h93Jw03Dv2yp6l0YdieXfGbF6d1J2Jz31CcL0m6I2ONGjZhcZtelS0s5hLyUhJICM5jqB6N1bFq4N3AxIK0rGJSuvSqsCQI9CWylhdQOh0ZLZ3x2t/HpKigkYDioqr0Y9wj04cTltDc9+hmJx97J5n5cStuBSp2IzeokJcOnveSSdQCM7nZaMPMNiJqMa+PC4JcInXVEQiVRkoWyyRBEhWexRW6Ox9V3BCqYysVuJ9ojzaWYlQSkgIuWzN/lKtilTl8DJCSaUl/rIkT1HDARL2m7syUQU7WS0j1pcS2/L3e9UBVAfVHmm1SShG1X7OSvksKg1ilUFTae7lu2ywP/MCeaYPaahvRSNN9wqZ1JyZr3Ct8PR0x2w2s2XLTnr37nbZdh9+vpiIph2qkVUAvcFI2x7D+HXt9usmrKqqcvDgUaJPZuNetxee3nqiUySyFJV6PgrlnLtNXRubj+uw2OyXPTJWQ//mNjT/DxxLalGLfxL2HYzl1Tc+JyEulszUCziYnPH2CyE1KY5VqxfRpkU4qipY8/teZn49n5NHDvDsB0tZPf8DJkx++IY5UnZOAR/PXMKiH37AYHTAJyCU0IatmfDUh4SEN6u2yl4OnfbKWaS3nLC26NyflPOxDBgwlnOxO/6ycRRF5Y33f+CLGfal2Lr1m3Fgj712tdWmsGDJZqL3HyMjI4thQ3ozalg3HIy3SLD5JyPEU5BbJEjPlzibLiOwe7ZSKRAEUMdLpVGgglPNuUB/K+6aOBVJ68A9z358U2T1chBC8HPuNkq6NySwu13Hd8GagTXARuq2w1c9vm3LCJYvfJ8lq3by6tTplBQXYC4tQagqH/58qCKhSm8wEhja4IYqa5UjwOTJwOC2bE4+hEWxIRDosmy4x6rIgCFPpdhbprSOgQyjO167c5DL3kAkIMSlFYpqY0/yIjycQtFUMrt3NwYSKEKRkRCqimLSk+iWga0EfILbIBWBogXVcDHiWf6Cgwa4hJuVk9UqqOHZVPOCT9mx15j6Xs417T9f5ZiayFJNZFWixp9VB4GqEVWPQ4CZKs4BKFLVp6oEaOzX5UxSCOetaRzy/A4PxZH83Eyy8orxdL22ak0ODkaGDu3PihXrrkhYG9Svy4K533Mh7iRBdRtV25+aEEOXNoOuacxyJCYms3HjNoxGA3Wb3k6eWY8q7CsysakyZ9NkOte34e8mcDJCkIfKubJnjapKqCq1hLUWtfibYLHaePXt71kwdzaDxk2h753P4OUXjMFof9ZsXzOfhx95mXHjxzJvzjxsNhvdBo0nomVv5s6YglCtvLr4gyuOYbUpWK22KrLNo6cS+OzLxfy2ejmNW3fn4VdnERL+51nW/S0a1pqw6ZdZnDm+F4SKg8mFQ5Eb6dCtN88/M4ku7e0P2Wvxu7wWWKw2xk2cypZ1doL66ddfM2xgJ9xd7TXIz8Sl0K51dwbf9RSOzm4c2r2O5ITTNG7Zjg7t29C9WxtaNg0jN6+I3LxC6gT74OPlysKFyzAajXh4uBEUFECdOkFXTYa41SgyQ3aZ3ZAkgaMeHPQCo+6aecJfju1/HGfivQ8zffb2y2bS3yxSrFksytmMFaXKdqnEQvLzM9iyaSVNGoRcd79e3o35ZPnxKt6qlaHYrGz6ZRZhjdoQ0azDdfUthKDAWoJaauO3RRsQ6sX17LxgGbOHVJaRLwhamoxGqbyEDma9jczCcxf7U2wkZx7CqpZS36kjJq07FoPgSOFmglsNwS3InuRodaBawpeQ7JHXS3mi1aH6NrWM8F4aYVVrILeqLMoir5XaIqqQ44vby/6XBRU5W5UjrJVRoXO9pANxadtKpLQy5Bq2qWWuBpXYtxB2j1qpTEYg9ALVQUUyy2XyBQFagU5WSHj1QwKG3cuUO/owsf21JT/t23eQjIxsBg3qc8V23/2wjumvvk63AXcxcOwTVewJ1y/+jC2r5hFcN5wf531EvVA/SkotxJxJImrfcaL3H+X40WNkZ6ZjLi2mtKQYvcHAsNtHMX3aI7i7OrHnrIakbBlVXFydCfRQ6drg4t9Tkdm+3UFfS1ZrUYu/C/sPn+Ghh19CZ3Ri/JT3K4o2VYaqqnz75mSEqtJ9yL1kpSWyYclXBASH8sgjExl7e88KW8iCwlKi9p+iT7cW5OUXsWLtbtau28Le3dsQqsrocRN49MHRPPHM25w4FE3n2+6oUizqeqDTSld0CbhlEdaTB3dyYv/2is+D7pqCo8mFu8beT2BIPXKzM8lITaRTz/7M/PiVG5ILWKw2vpm7hq+/+BrvgFD8Q8KZOu0F7h7di6MnEnj3o/kcPXqC+DOnkTVaug68CzdPX3oPv4/czFRij+/l2IloVq18jfTkBBxMzjg4OpGdkYKruzd1wuoRGhJIeL1gzicms3btRrp27UDr1s2RZRkhBBkZWcTGnsXT04OGDW+9j6zJACbD9evJrAqUWMCgBb32ryW3S3/5nY59Rv9lZBUgWymoYrdUDuGgx7NFcz6buZjvPn/xuvt1dvUgJyMFn4DQavtKS4r4cto96HUym1fMZsq7i68r8ipJEi56R6xYq01daKm0FC1xYYQ/IctTLjaSJQw6JwI9KmnDC4oIdK9DhjmeM4V7sQoLksGIyS8U18BKkbnr+V3XYNIq2YBL+XulpfwqsgC1alJW+fCihrblO8vTpKoTT6nqR7i+c7kaLk3eEiBby14Gywcyg9ZcOcQsIWRQhQaNuxclthxm7jrGrE3HcLfI3Nk9goJ8G41DdLi56QnyDsSrbK393LkEIiOjGTFi4FWn9uC9g+jYtjF9eg0mtGErWnTsV7Fv4Lgp3DbmUTYu/5ZevUai0xvIz87Ayc0DZ1dPXNy9CW3UngEtu+DlF4Ks0bB5xWwWfv8dDo4mZrz5KO3rKWw3S2QUSIT5qGhkaB5S9eXP9M/Nl61FLf51yMktZNnqnej1OoICvGkQHlStxO83c9fy1muvM+ye5+k26O7LeuHLsswjr33PuVMH+PmraTg6OjD3h6/p0bkJG7cfoke/ibh7eOLk7MTubZuQZRkXVw/SUxOp17gNzdr34aUxz6AoChuXfU2Xjv1o13MYb/8Qid7w131v37IIK0BRQR4xh3ehNzjSoEUndHojJUX5nDm2Dw/fIFzdvXn78QHM+Pg9bh/ShW27j9KhTQMcjPoqkdfLRWLbd72T7Mx0Jjw1g/rNOzH94T6EhdcnKfE82ZlptOsxlNCGrQmq2xBP35BrvtCqopCWdJb400dIPHOU+JiD5GVncPfEewj1N+HoYKBjxzZERkaTk5NH/fr1iIk5Q6tWzejQofU1+2DeaggBmQUSxy/Yk7MqU4Dy5O9+zWy4Ol4/Ab4S7n3oTQxudek94v4/td/KSLPm8GPORmyVIqxCCArX7cSyNZoVS+fRtuX1v2DcftcL+IW1pfvg8VW2q4rCt289iK+3Oz/98DbfzlvLjHc/YMo7i/ANCrvucXb/HsmFuAuoij3KWuwpURgg2+vxVoJrdDZup0vsH0xGqpQ+y81HMlctNFHYxAeLv3OVbTVGWCknyVXnpchl0VQoT5IH7NHUajpW7C4Bl0oGVKl6RFXIotwp6iLKNamaSuVTVcr0pZXOszwxSy4vemBPqJJUyi0JLjmz6ucl5OqFUKRS6RI5AEjKJfKEcn1thVUCyFb7GJmb1yNUBa/bLnoAqxqwudmQnBRcCxJJn/s7WWdyCew6ko5+Ei8/NR5f/wDOpcsk58i0ClVqTGhSFJVhdzyNkB2Z8PSHl/3iunDuBOt/+pKs9ERSEmJxcvXA2zcASZJIOn+OwvxstBodPoEh/G/ai9wxonvFs1ZRwaaAQVdj17WoRS1qgKoKNu84xLn4ZNLSM0lLyyIjI4vMjAzy83LQ6w2YnJwwOTnh7OyMi7MTGZlZ7N66gbBGrZFlDTmZKWSkJJKSdACwL88nJKYz+4fVzPriE8Y8OI2ew+677BxKS4pYMedtjuzZxHMvv8gj9w1BliUKCkvpfdsEGrfri5dfCAW5WTRu2wN3L3/OHt9HWKM2GB2ru5gU5GXh6OR60/K9q0VYbylhvRZMf7gPjZo048TRw+TlZCDLGsIaNKFb966cPHma/Lw89v+xhQVLFjG4X7sqx34151emPvcMz7y/hIhmHTiyZxM5GckE12tCSHgztLo/b/n+3KkDrFv0KckJsfQf2J86gW7c1rcrLVs2RZZl8vLy2bBhK7m5eXTu3J7GjevfkPfn34XCUlh/WFehb3VxEDg7CBz0YNDaN+q1UNdbRfsn8+9nXvmS+bO+wuTshm9gXSa9NLMiq//PxOKcLVywZqCUpYoX7owme/5KVq7/he5tqmv/rgU//bKdJx99HFd3b/rf8Ridb7uT2KNRbFk5B6GUsHHNLAxl3/AfzVzGl59+xpNvLbguBwQAq9VK5MYoUhJTkSUJq6qQXV+DouciuVQFxmyBKV2gP5OD3mwDQ9k9L0lQWAxFJVW4mdnHRFFjH9BevDdVjd3kv0p0s8xBSpQ9n8ofL0K2a17RVCKXmosSAKEpX7m330NCa98myktlgd2qqqzfKuS1fErlrgEy9iSn8vuvXBIgsHuqIl20whJVrakoH0+nQkml6loSoFXBdpHIVsxNhuJ9h1CLS0CrRRSa0ZiccW7d2n6o7RI966XcV9jdFMo/l6RcIPnneYTc/zhaV7eKsVSrmcwDmyjYEYXbgC409DIT9f0+6o14iOEDuhPh3xq1LNjcPkyhrs9FaUhKWg4T7n+Jk0f2E1yvMY+9Me+KKxVWq5kpIxsy47PPuH1otwqZVDkSEhJZteo3hg697ZqKFNSiFrW4PPYfPsNTz7xJeloKwWGNcXbzwtnNCxd3b5zdvHBycUexWSkpKqC0uJCS4gJKigvQ6Qy06zkMVw97ElRuZiqvTOyEb0AoRYX5FBfm4eTijqdPAO7egdRv3onugyfUOIe4UweZ9+FTtGjdjm8+fxkPd3uA4vTZZO4c9xg+gfW499lPLpsY9VfiX09YTx7YSXJCDKH1WxBQtyFbV83FaiklKe4k9Zt3Zvua+bi6ubFn19IKzUVufjHfL1jPFx9/Qpvuw2jTfQi+gXVxdLo538FrwblTB/h9yVfEHI7E2z8IH78ANBotGq0GRwdHTCYjXdqG4+XlzogRA/+xpNVshaOJGgLcVXxdxQ1p0IrNkFss3dDx5W+MU1/7AqF35/ZJU69/AlcbQ9jYUXiEI6XnUIRKoMWJkqUbOXMwkrffe5Nxo3pcvZOa+rUp/LH3FI888ixFBXm4unkx6s7RPPnw6GqE4LNvV/DJBx8y5Z1F101aAYqLSigpLMbF3YWszGy2H4smQ1uCpNjJqi7/oim/ZFPQ5pSiLVXQlKpIZgvkF1VNnNdI5LcLQjVdFDULQNHbbavKP1fmhqqBSv6p9v9tBpCkspblZLXiHrBXuhJaqhYRKP9cTn4lYU/iqoZynWvN2lb7pABRZk2lXkpWKzU0KFW1r+XjWyWwSghVsutONZC3ZgtFUQcwRNRFlJopjj6Mc9cueN1eZtlns0saKsa6lLCqIFsvflaFIOO3leQfjsYYFILBxx9zeirm5ESMDSJwmzAQracL9VwyOP5GJDZVS4MRd/NIz354O0vU81XxdBJV3iNmzl7NosWruOeZj675JW/l3PfYUFYh7uTJ3Tg5mXByst+nMTFnOHDgCOPG1WxLWIta1OLqyMkr4uXXvmLtymUMHPskPYZMuKlopBCCxLPH0OmNODq5YnJ2u2wATlUUsjOSSE+O5/ThSP7YuITXpr/GpAkDKtpk5xTQuu0A+oycTN/bH7zsisxfjX89Yb0SCvNz+Ozlsbz19lQG9WvHD4t/Z83azezbvQ03Tz8s5hIs5mKcXdzJyUrn0de/p17j66+nfiNQbFYSzx4nPzcTVbGh2GyUlhQSvX017dq1omPLILy9vejbt/stuzn+SqTnSew+rcVig6bBCk2Cbsw8PPZcCr16DuOVL9fj4X1znnDXPObRPcx65xHmzv/2pvyAc3ILOX0uhXYtw6+YPPjZtyv47KNPeW7GMjx8Am94vMrIy87jyKETxMWdr/AjFdhJo6q3EzlDlhn9hQI0BaXIVhtCJ2P2d6U02BVkCVVnJ7CqlipSg/J+yokocjk3EwjZbk0lNGArT36vVDygrFU1eQCAqhNlCVT2+dXoOFA+gysRVrATVvUaCWtNCVVlu4Vq76v0xBmyfliB30sPo3F1If3TOZSePIsxoi6oMvqgQDyGDKmqYa1RDlDJUaF8qlYLhaeOYs3NweDjh8EvANnXDYtzEYV/RGM5eoKWPXoT9d1Cwsc+Rc9eTXhvePuaLgwTJr+O0bMefUZMqnE/gNVSyr5tq9i/cw0NW3al36iH+OP3n9nw85c8/8z9FBQUEhTkT8OGEaSnZxIdfYgXXnj8P/mcqkUt/kqoqmDuwg288+a7RDTrwMj7X66Ikv5deP/p4eRmphAYEkZYeDivvfIg9UL9qrTJyMqnWdNueAfUIbxJO+54ePot+Xv/xyZd3QysllJ2b/iJX3/8mB79BtGhTUOeeuFTtm3dSo/B9/DUkAd598khTH3zHfQ6HfPm/oi3fwgOJpe/bY4arY7QBtV9Dhu27Mq7U4bQpNGrFMUnsmfPATp2/O/V1z6VImO22WUD9W+i0k1EmD+j77qHL6dNwGA0kZ4cj8nZlXqN2xLWuB31m3W8IQ3oFcds1oG7p7zPg5OfJPbUtht2qnB3c6JD66tHTac8NJLs7Dw+/994nv9oBSZntxsarzJcPVzp1rsT9S6EsmnddjQWFVUvIySpbKlewuLlgMWrLHtcUdHlK5R6aBB6CVUDFUa9avUEfKWGVWYhSwiNQDGC1UWg6kBTIiHbBJe+FlffUkkmUMkH9bLQVjLovyzs7gFCEmU2rDW0v2wXAmSBriwCmxW5H5f+XdB4OCNQcWjRAOfOTZE9nCnaexKlOBthUlAUCblEA7Yyza0skMtk0vYvgOpZabJej0vzi8+AnH27KfztBJb0FLTe7phj4ijtMgrvVj25sGUJWR1fqnHGqio4tD+au6fccfkrIgQ/fPQMJQVZ3D3+Dr768huSE06Tl5XGgKHDmDz5bqxWK8ePx3DuXDwFBUWUlJRQUFCIi4vzZfutRS1qURVHjsfz5NPTyUhPY+Jzn163K8zNQlFsbPh5JtnpFzhyaDOuLpe3z/P2dOHs2b1s/+MoE8ZOYMxDb/wjX1D/VYS1pLiAjUu/YdeGnwhv2JSnX3iBjZu206pVb8KbtOHhabPw9rfrrAbc+RgfvDmd+s3a03fUI7To1P8fsfzu6RvEI9Nm8dmnL+HnH0hqejYWi4UWLZri6vrf+EJIyJRJy5PRyNC7se2m64m/89qDtGrRkAB/LxrVDyE1PZutOw8SFbWPdYs+xdXDlx5D76Vjn1F/2h9Z8w59mTfjKZLTsgny97z6ATeJe8YNYNbMzykqyP1TCGs5AoL8GTluKDu3RpKVloVsE1Csohg1ZSb9ZfRJI2Fz1KIvBdVqt6KSVDvRU0yS3a5JkrA6CmyOkj2yKcocAMCe6FS2hG9zFKhlEVTFJFCgIslJQkLVlUVGVZAsIFnLI5ASwmS1E2UVewZXTYxSFiCrYBBguYwmQGO3j0IWSKqEKNXa51CecAVIjlZkvYpik8vI7yX92EAjC7RGK7bEZExhddHbVDSSwGtAByQMZJ5MJfNADN73jUYy2cAmI3QqqiqVyR0EqkVCY9YgbHb5hNYsLp1tBZkuPHuKnF1bcR87BI2fC0pWLpmn48lKyMK7dS/y0mIo2h0JY6vLVX5cshlFVQgOb3rZ++HMsb0kxZ9k9/ZllJYU0a1jI76a9QsEejB6WHdycnJxd3ejZcumtGxp7+eXX9Zy9mw8rVr9eX6KtajFfxVFxWamvTWLJQvnM+COR3lg2H1otH9/ZuLaBZ8Qd3IPW7asuCJZLYfJ0UB43QBc3L3+EVypJvzjJQEXzp0g5vAf5OdkcHTvJho1bc7zT0/i5Ol4Xpv6GkPHP0PrbkMwOVfXp5Z/yf4TYbWaWfrtdIQ5h8cmD+PUqVj8/Hzp0qU9wcF/z9L3X4WETJnTKTK9m/z11W3KK5e9//7naHUOtO0xjLoNWxEQ2vCG/+iEEKxf/Dkn929h9/bF6G+WcV8DVqyL5LEHH6NJ2570HDrxL5GuWCxWzsTGEXsmjrzcfFT1YnITCvZiA0CF9VJZQpQqg6qTKqKsVhMoDnZZgKRQUQULrcDqYYMCLTbnMleAsoCiUMoSl4yVtiGQzCAJCZ3JjFdALrnFJopLy2wGirU1+qRqjFYkjYqkE6iqjGK+5Pcjq0hagVarIITAaLRSVGBEmLV2YlqWWCXpFXQ6BZ3Ohs2iwWyxs2wZqKPzoI+xIx56V2RJ4kLcST54ZgSRURupG+KLLEskXMigR4/huHsHMmjyyxhDAthvO0KunIFRX4pVllFUmaJkJ5RiLcJZRegFWEFToEFSQdUINGYZqSwKm7NnB+biTDwmDgEJdLu3c+a733Cu2wh9vVBKYmOwpaaw/+BWgvw9mf/TJl75P/bOOzyKcu3D92zLbnovpFdCQuhNighIr9IsqICIBdvRYy/HrsfGZy9YKIIISFFAEOmdQCgJAZKQ3tsmu5vsZtvM98dCMBIg0uFwX5eXZHfnnXc2k5lnnvd5fr9nX0Dt7EK9Qc9Dr8yidfuenIkDO9aw/pcvuGvCQLy8PBBFCZvNiihKaDRqKiurCA4OolOn9sTGRlJcXMquXSmkpR2ha9eOxMREEhTkj4eH+2mWrDe4wflgO3HuX+zm3SvB0pU7ePH51wiOjGf8A69etjK2vyOKIi9P7cVPP31Ljy7n1ng2mswMGzODovxsPLz8eWbmisswy9O5JmtYRVEk92gKG3/9nuPpe/HxCyQ38zAAfkFhGOsNhES05pZRU+nQc8g5Rrt6qa0q480ZA3nljdeZMPpmjh45SklJGRMnjr7SU7vmsFhtfPn9b2zblkz6of3YrBZ6DrqdiNYdUKrUKJ3UOLu44+bli1rjesYHmeryIhZ//R+qSvP57dfZp9X6XEqqtAa+/G45P/4wm8j4Ttw27UW8fIMuyb7sdjsrl69Dr69rbJSSZI7gE07VqYoKCZMPWN0Eh/arADZXCbuL5MhwChIyq4QgkxDc7dAgQ1aiBrujQ1+Sg2ClUVxfUkiO7O3JxqgTXfyCIKAKqEeSgcWqQKkQcLK5oreaEaUTkzopYaV0eKoKchGZXHL41ksyR1grE5HJJCRRQLQLJxQTJBSCiCjKEMW/PMTYHQctlwRaa8Lo794BlVyBEnnj+SHa7dhFG0qlE09NaIup3sDUh//FzHceobJaz8zPfqaqWssfK1fwzMwV+AWFIUkS+yoz2VV4BJkgwyKznVJR4GRWW0BCRK60ovSyoJZZaKhUU3F4L6acPAIfGo957VFKf/0dr4EDqVz2CzE3D6BPQhtmf/05tw4fR2xcNPNn/8B9z36Kb2Aooig2q//7VwqzDzPrnYdIP7i2WZOT+nrjiSB1H4cPHyMxsTVt2sQREhKEVlvDhg3bcHJSYTQ2EB0d0SJN2P816urqycrKQa1W4+HhhoeHOy4uLXMz+1+jUi+w6YgCQYAJ3a3n3uAqJa+wgsf//V+OpB7g9offIKnb2Y09LjXZ6XtZ+MWLHD6wukWff+vD+axdu5kJD76Gh7d/s9JVl4NrKmCtLi9i6+of2bX+F4x1OgQEVGoNXr6BdOg5lKRuA9C4uKF0Ul+yG/nl5uDOtWz7fQEl+ZlMnDiaQQO6M2DAmW0Xb9Aytu5K59sffqEgLw+z2YzF3ECdQUdNZRl3Pvo2PQedqvOrLi8idc+fpO/dRG7GASZNnc7rL953xax59QYTz77yOb8uWYhS5URQWAwxid3oN2oqrh7eF20/JlMDO7YmU1pa7ihVFRwZVbsCBNmJmlSVgChJyM1N85x2pcOqVHQCY6iE6G5HchKRCyJCoXMT9ydONuKfWOFvlD79ayOWTMLubkPSSKgEBR00MdzknMCq6j1kW4scJQRyEZn8hKrVX5bwBZmI8FfZVREk+4n3T5Q9nGzCcuDIFvdyaUtv1+aXufMzU5n/yXMU5R1FqXLilhH3Ilco+XPpLEaMu5NnnpxMXHQwyhNpoTfen8eyX1bw7w+XNrqcWexW8vUVVJhq2Fd1HJt0SvNXAGQ2AReTkijfViQGRuDp7Ia5roa3Hx3Gk0/OwFBnYsGCJbz27WYWfv4Ch3b/SUBQKB6+Ibh6eKNy0hAZ3/G0h/bK0gIyU3eiUjsTGp1IYEg0hdnpbF45m+OH91JnqOGpJ6bh7+9Lp07tSExsal5RWlrOli27qK2t5aGHpjR57+SqlU5n4KuvZvPUUw9d9e5+lxKz2YxWW4tWW0ttbS2VlVry8gqIigrHZrOj1xuorq5h5MhBxMVFX+npXlVIEmw9pqC0ViDkby5p1xLvzPyJz2d+SLdbxnDbtBcb7U+vJGl7NrBl5Xds3zD3nJ8VRYnxdz9HtVbPw6/+cBlmd2aumYC1tCCLNx66tfFnb/9gOvYcQs/Bd9AqvGW2hdcKkiRRU1WKl28QDUYDamc3tq/5iT0bFrFn2+JGea7rDW2dgIuThJMSrDYo0soI9BTRXMb73c23TuHmUffTtmv/xtfemjGY2uoyXn3rDcaN7N2oS3elEUWJ3IJyDqZls3T5H+zevoXXv9100R3ArFYrDQ1msgoK2J+dgSSJSIBCLkelVNJgboAGqflGegGMQU3fsTmdyKye3MJ+onZURhP5q1NjSNj8rU269WWSgCSCoLIjCU33LYkg/XUQwRGwnkyaSxJItr9s0ajfCjJJhqfcldvc+uCnPL1WWF9TyW/zPiAteQP3TJlMQow/Pfv05oEZr1JcVMiwOx5n+9oFlBfnoVQq+ZD6wN4AACAASURBVGXJ9yQlhCOKErfd8TQHknfQd+S9DL/rX03GTanIYkd5OgKCQ0LNxYeR4T1QK04/+ed/+hwhvk6MH9OXu+95lNCoBDr2Hk5gSDR/Lv0GZ1d32t80mHY9BqHWuGC1NJCVtoe05A2k79uExWyifZeeWCxm9mz5g7ik7pQWZtO1Rw8GD+xNYutQzGYLqanp1NXV8+CD9+Lr66jTNhjqWLLkNxISWtO5czuUyuZr73Q6PV9/PZdx40YQExPZ7GeuF0RRpL7eiNFoor7eSH19PXV1RvLzCykqKsXb2xNvby+8vT3x8vIgKiqiSUb14MHDZGZmExcXjV5vICSkFSEhQU0CfUmSKCgoYuHC5YwdO/x/IrhNLZCRVSZHAjpF2InyP//m3CuF3mBiyMj7qaoow6Crwdu/FU9/uBSNsxt1+hqy0naj1rgSEBrdpDwgfd9maqpK6T3kzksyL2Odjhcn30RO9h6cNc1bzmlrDDz2zIfs2rIJhVJFp97DGD3luStaRnnNBKySJHF470Zc3b0JCou9Yinpy0FW2h5mPjex8cSY/NRM2nS+mc9emoSnlzcfz3yFzu1jrvAsLy619QLr0hR4OkvEBIocyJNjFyHKX6RL1OV7su47cCo3DbmnSVZKp63gq9enMenu23nm8TN3WF9pBgx9AA//CLr1G9OsAsWFYLPb+XHtKqw2W5PXFXI53ROSyM4voEiswqqRUJgEnLSAJGBTg8XrZOAIMkGGQi5DcpZhslkc5aonf70nM6x/66WyO9sQ3cUmgSUijoYppXh6S9XfA1YkBPnJ0oKTuxKRSRI2uwJBkqOSKWirjiTRKYJARfNNdEdStvDDB08wbNQ43nl9BlkZGWzZshONRsM33y+l35j76TP0rsbPb1n9I38u+YrMo5salSSOZBYyZPBEnnh7AcGR8U3Gt4o2qhsMOCuccFc1zcJYGkwc2b8Fk7GOrNTdaMty2b1tITW1dSxbtZ2nH3sMdy9fEjt0pW/fnqxbu5HMI4do27UfqXv+JCQijn4D+jFmxC106xTbOJ+0I/nsO5iBZLeSFB+MyWTCbrcjCAJ2ux2LxcrevQeJjAxDEKCyUkt8fAxDhvQ/542ruLiU+fN/ITIyjKFDB+Dmdn1ds/ftO8iuXfswmUyo1WpcXJxxcXHB1dUZFxdnfH19SEiIO6dzYV1dPYsX/4q/vy/u7m4UFZVQUlLOfffdiUwm4/DhYxw+fBRJktDpDMTFRTN06AA0mktncXklkSTIKpeRVuC4BwCM7Wq9LmpYJ037Dwf27SOxc18O7FhDSHgUdlEk7/hRxt73IjcNnADA42PisFrMvDtvD56+l6bs7L9PjODdd19i6IDmVYg++HQxS5et5o5H3iIgOOqq6Pe5ZgLW/yWqygr47xMjmfnZTF5+4TUefOU7giNaY7fb2LLqR1YvmMmxoztwc71+LlgH8uRklDqUA+QC2E+cdioFjOhoveTNWSd584Mf2bE7jSlPf9zk9f3bV7N73QK2/jnn8kzkPDiQlsO7H3xPyu7t9B1xL4MmPHzRxi6urGBd8q7TAlaAID9fCkMNGKxGR+b0hAVpaL4bQ7r3pEBfSWFtBWa7lSB3H9q3isEq2fj5+Basog2baAOr40bV6ID1l3jT5mlDcv5LduVkwCqXEBTNBKx/Kwk4uZEgc4joq+US8Z5muqpbo6zvgE0U8JC5nPOCnJm6i/mfPEvagbU4OSmptOSTrFtCftVx3hy0hed+eBUP2RjefmQoSBIqtQaFXEHq/pVNxnn9vbn8+ec2Hnlj7hn3WVtVRsr21aTtXkdeVho2i4XgyFg0GmdqqitZuPAbOrU7lWWrqa3Dy7NpQLhp2yE++OBzPvzgZRJan78L1ezZCwkI8KdNmxhCQlqdMav6dyRJIjn5ANu378FqtfLgg/fi5XXxFC6uJKIo8tVXc4iPj6Vfv14XvWv6m2/mUlurR6NR06ZNHElJbQgI8KOhwcyWLTvJysph3LgRtGp1+WroLwf1ZkjOVqCtE7CdkMtrHWSnffjFza4WFZWSkXGcmppa9HoDNpsdSRJxc3MlMNCfwMAAoqPDcXJqPvt4vlhtdn7/cy87dh6gfft4Jo3vB8DeA1lMnvIYka07oVQ5sW/bakx1ekbd+zSDJ864qHM4ydLv3iI8yIUP33qkyes1tXUcSMvhxZfepdfQe+l6y9XTM3Nd6rBe6/gGhjH53zP51yNPYKo3YLNaAJDLFfQfPZW9m5bx/icLeHLGxKtmefpCaRNsxy5CbqUMuUzCbnecjzY7ZJbKaBN8eZaDpt0znG+//JL8zFTC49o1vt62S39+/Pg5Ssq0tAq8eHWiF5OOSVEsnvc2W3amM2PGsxc1YJWf5YastddRJ5qQTmRAJLnjP3mSC15uHni5edA+OIYGu+M8VssdS53T2wwlW1+KwWokQOOJzWYnT19Otr6UWlt94/gyq+DItPx9Cmd4lhYEQCY5SgaQIUNAJSjo7NSaLprWqGUqR8Br5ESjVsu+g7h2N6FxcefnZZsZM6Eda7UfY5PMaMvqkSsFbG4byczIRq3WsHjxN9TU1uHnc7o6ybNP3MmKpSt49/FhtApvTY9bxxPfoXfj+w2met5/agxdevTm0UemMKh/F1L2HUS0Wxk+/FZEUTpN+/fvwSpA6+gAbu6ZRGir85ddkySJxMR4srKy/7H1qlZbw6ZN2wkJCcLPz/e6aiyqrKzG1dWFvXsP0KVLezw8Lq6G97RpkxAE4bTsrEajZsiQ/kRHR7Bs2WomTRp3XTwEiJLjOp9aIHc0b+JIXCSG2C/6tX/dus0cPZpJ164dCQlpc0LRQt5okV5aWkF6+jHWrdtEt26d6Nmz67kHbSFKhZzRQ3swemiPJq937RjLjq1LGTLifjLTU8jI3Mu+Q8d55t//uWQBa+v2vdiw9EvgVMA67ZF3WbV0IYGhUYREJZDU/dYzD3AVciNgvUIkdRvAjNdm89Ez4/nvEyN44dNVhMU4GkDGTnuZ9cu+4bsvPufe6Q/x3usPXuHZXjhqJXSJstMlyo7FBhvTFRgaBEQJjhTLCfMVcbm4D7vN0irQm2dffIFvPnmGJ99b3GjXK1co0Li4cTy39KoNWE/i5qrGWKe7qGP6e/sgl8n4e5+uQi6nxrMBsZnoMbehHEmSqLYaWFW1hwqLDpAIcvJmpG93PJWuxHk2de6K8AzkFtojiiIF9ZXk6EpRKGTsk2Vg4a/Z3RNarJwutX/yZw1qxnv0RS1T4SVzu+AlrcN7N2GoreKWPh1INfyOodZI2sZy1n6WzdiX4/EOk1N6PI2y4lx+/mU9b7w4tdlxNGoVWzb8xJ6UY7z/wdcc3b+tScC6ZuGndOjag8U/vtP4Wn2dnvh4h8lES40qgoICaNcugeTkA+fdqFlUVMrGjdsYPvyf37hsNjv+/r64ublisVj4/fcNmEwmOnduf03XYNbU1LJ06Sr0egMPPzz1kuhjn0sSLDY2irq6epYs+Y27756As7Pmos/hfDEaTQAtmpMoQYlWYH+eApPjeRaZAG5qic6Rdvzcz7zCe754ezsejrt27XDaaoG3t1fjg5lOZ2D+/CWEhgZfFilJLw8XwiIjyc08jL+vBzd1bk11RfEl219cu5v4/r+PUlGlw9/XA6vNzh+rlvPqrI1XTG7rQrkRsF5BYhK78tbs7az5+XOUqlPRWmxSd2KTurP6p0+ortZewRleGlQK6J9oY0eGAm29I7u2N0dB33gbl6OMZsa0kew/kMabDw9kwoOv0bHXULb+Pp+QsEhuvinx0k/gPCktr+Hdj+axZMEcwmKS0GkrWuwXf5J6s4n0kjxqjQaCPHxoHRiOSqFAJggM6d6L33dtc6zIixIg0Tosgt3u2WcczyxamV+2kQbR0vhaiVnLj6UbmRE6HLnQfHpTJpMR4RZAhJvDprCNLZw1hj2U2rQIAvgpPam2GrCbBVDaGrOv7oIL/oIP8apw4tWhyISLs1QrSRLzZv4bVw9Pnnv5Ewqrt5N9oIzYHt6MeyWexH5+lGbV8cNjKYRERREaEkhuQTmRYc3bLLq7acjIKuRIagqPTTzVgJVzbD871i1i8+YVGI0mqqtrWLXqDwBGjhz0j+YsCALx8bHs2JF83scdEhKEi4sL2dn5bN++h7q6egRBhrOzBi8vD4KCAvDy8kSlUqHROOHp6YGLizMHDx4mOfkA/v6+lJVV0KFDEm5urshkAsuWrWbixNFERZ1/mcL5UFlZzaFD6VitViRJQqFQEB0dQXh4yD/SjP3ttz8wGo2MHDkYd/crV5fbsWMSOp2epUtXcccdY1pcqnEpqaqq5uefV2CxWImICCUiIhRPTw8CAvyaZNjTi2SkFzn+9k9WHXq6SLQPs+PpIqG+RIciSRJ1dfUoWlAQ6+HhRv/+fVi7diP33jvhopcH/J2de4+xa/OfCDIZVVoDVqvN0Yx6ifTiVU5qYpO68cuvWxk7sg+PPPkuAcGR12ywCjdqWK9qjh3czoJPnmNf8uoWOVVca0gSHCmWcazEcXHpl2DD2/XiP3GfiTUbUvj3Uy9hMZsBibnzvqJXtzaXbf/nQhQlvp+/lg0bd5Ceeojy4lxkcgUqJw2G2iqeen8JsW2b95RvjnK9lhUHtyFKInZRRCGTo1aqmNilP84nlAdsNhv55aWYLRaC/fzxcHVjdVUy6fUFiJxaupMhEK0JIkbTivXaA1ilpo1zKkHBMN+uxLuE/qNjtkl2BATkgoxKq45DpmzMkoVoVSuinIJQyS7dTbusKJvK4jxqqkpRBe2l9SA9atemN74tcwr59f1jjT/n5B5odrke4KsfVvHSM09zzxPvUZx7lOPpyVSU5DFk2BAS4kJQKOTExERSXl7JPfdM+MfyUFarlX37DrF58w5GjhxM27bx596oGZYuXUVeXgF33jkWf39fRFHEZGqgurqGkpIy9HoD9fVG9HoDWm3NiYYtkdGjhzRmhf/KzJlf4+7uRocOiXTpcnGbA5ujtlbHtm27yc0toFOndri4OCOXyzAaGzh+PIfKSi2RkWHExUUTExOBSqXCarWSnZ2H2WxBFEVkMhnR0RG4urpgs9k4ejSTffsOYbXamD797ivWkCJJEqtWrcNstmAyNWC32+ncuR2tW8dQV1dPRUUVMpmMyMiwSx7QVldrWbhwObfc0ouYmEgyMo5TUlJGba2OsrJKNBonRo8eSlBQAKU1Agfz5VjtAiqFRJS/SEyAyKU2UNq0aTvFxaWMGTMMV1eXc35ekiTWrNmIzWZl1KhLp+kuihIJ7QYz7K4nyErbjZ+Xmu8+f5GkjsO4/ZG3iUvqce5BzoNDu9ax9Ls3sZgb6NhrKKMnP3tVN7TfaLq6Rik4nsYP7z3ukFQx1BCb0JE+N9/E2FG30DEp6kpP76IhSrByvxKz1SFtEhN4eaVNjCYz23cfoV+fdo2amlcDacfyeXjGK9TV1dHj1vG4efry8xev8MxLLzBv9nwSugxg2F1P/KMxF+xZR43R0OQ1mSDQJjCCfvGdzridyW5mftkmDHYjNsmOQpCjkTlxT1B/UnRZ7NIfO20bGQJ9vZLo7nF+QdSVRlQWYg56F2SnMse1pSI/P5+DTe/Gf997BWeNEx99PJuktm0oLikj+3g2JYX5iHYbCAI2m5Xg8HiMhmpi46Lw9nRmzMgBdGifgI+PF3q9gbVrN3L0aCZvvvlCi+YlSRJVVVp27EgmOzuPgACHjWJhYQnu7q60a5dIaGhwo2B9S9Dp9MyaNY+HH556zpv8yWyQxWJBqVQ2G8jpdHqqqrSsXv0nnTu3o3PnDifMBkwXpc5VkiQqK6vx8/Nh69ZdHDiQRpcuHejatUOzWbL6eiPHj+eSkXGcoqJSgoODKC0tIzAwAHd318bjyckpIDS0FQUFxdjtNgRBRlRUOGPHDr/gOV8IdrudZctW4+fnQ0hIK1JSUsnPL8DNzRU/P18sFgtms4VJk8a1+KHHYrGQm1vA8eO5FBYWExoaTFhYCHK5HH9/n0aZs79y6FA6+/YdZOrUO09rQpMkia1bd2Ew1DFo0C1N5mGxWKirq0cul5/Iwl+aqPXw4WPs2LGHe+6Z+I9KKCwWC99+O5+xY4cTFNT8ismFotMbiY3rzqfLM9BWlvD2I4MpLkzhjffnsXlLMg+8POuS7FeSJH6d8x5J3W+9JO6JF5sbAes1SmH2Yd55bDgduvWhpqaWmqoy6nRaBJmM/kPHMPO//ybkApotriZKawRKamUkhtgv2VLRlWTT9jSeeOJFqitKaTDWIUkOm1KFUoWntz8+foH4+vmjVqupqqpEW11JVVkxQ25/hP5jpiEg8NGz4xk3fjS/LFpCbuZhxkx9nn6jpqJyapmShMliZvbO30+5Rv0FjdKJab1HnHV7URLJbSin0qLDW+lGjCYImSAjo76IVVXJWKWm6gJKQcE4/15EaC7NDeByYHfKxOozH0lZir7Szmu3bABArlAilytQKFX0HzMNvbYcn4AwgsJi8QuOQKFQYqzXU5CZxoq577Fq9SLaJYRTXV3DypV/4OHhTnx8LH5+Phw/nsuOHck8/fSMFmXx1q7dyMGDh+nTpztdupwK0CwWC4cOpbNhwzbkchkKhZJOnZKIjAwjLCzkjOMVFBSzfLkjGJo4cfRFtVvNzMzmwIHDFBeXAo7O+/btE4mKCsfT0x1vb6/zylympqazdu3GE4FnOQ8/PLXFgbDRaCI/v4hWrQJPq01taDBz7FgW/v6++Pv7YrPZUamUV6Wvut1ub2zYcmQJN5CTk0+bNnH069cLSZKw2WynBfA6nYGUlIOkph4hMNCfmJhIQkODKSgoorS0HLtdpLCwmLZt4/HwcEetVuPn54OXlwfJyQdITj7A9Ol3N/tgo9PpWbNmA8XFZQQHByFJIuXlldhsNlxdXbDbRUwmEzExUfTs2RV/f98WHeeRIxns23cIpVJBhw5JhIa2QqfT4+npgbu743eo1dbw229/0Llze5KS/vkq2c6de9HrDQwZ0v/cHz4PMrNLGDLkDt6Ztxt9TSVvzRhMQd5u9AYTHToNZtpznxGdePGav65VbgSs1zB7NiwjZdtv5Bw9wLg77+G5J+/mwcfeIm1/MhaziVHj7+A/z0+76puE/glGo4mqqmpCQ4OvCl24C6G0vIbv5q1i1hefc8eMt2jdvicaZ1cMei0v3H1qKT84Mp6YxG60imiNl28QHt7++ASE4uLm6A7e+Ots0nat5vdfZxEV2ZE+A4azbcNqxk57EVO9Ad/AMJK6D8DN48wPMBable+2r2o2YHVz0jC557DzOkZREvmhZB011jrsJ0oG5MgIUHlyT9CAa/53CCBhRxRh2+r56LTl9Bt9H0qVE5Io4uzqgc1q4aUpPencZzih0W05tGstGal7SOrcg0l33sbkOwc2jmWz2di1ax+VldUUF5dSUVGJwVDP668/26KMaHp6Bvv2HWTs2OHN6p5arVZEUaS8vIpjx7JYv34LvXp1JzY2Cjc3V6xWKxaLBVGUUCoV/P77ekaPHkJERNhF/c7+is1mw2KxIggCmzbtwGCoQ6vVYjZbCAlpxbhxI1p8nlRXa/nxxyXcddc4SkvLKS0tv2RBxrVGTU0t69ZtoaSkDJvNiiDIGD16CC4uztTW6jl+PIecnHySkhLo0qXDGZvJdDoDBw6kYjZbMBpNVFZWU1tbS3BwECNGDD5nE5rZbCY/vwiFQoG/v0M94uTv12w2c/BgOsnJ++ncuX1jGYurqwsymQyLxUJJSRk1NTpqa3UcO5aFp6cH3bt3RpKkxjrrI0cyCA8PISDAH2dnDSUlZXTo0JabbupyXs5rer2B77//CU9Pd/z9fQkI8CMxMf6iaeHO/Xk938xawONvL6CytICPX7iDrKObKKuoYfnqHXz7zRye/b9fr8qHo8vJjYD1OqCiOJfVC2ZyeN9mXnztNbKzC1i8YC4qJw1mUz19BwzmntsHXBcOWWVlFZSUlHH77aNbLLNTZRAwmgW8XEXUClDIuSzNW2eirKKWKdNf5tC+nXj6+OPi5kW9oYZ6gw5jnY7QqAT6jb6PrLRdHNr1JwZdNQBjp73IwHFNFSEO793InI+eYtXqRXRo63AU0htMvPn+bLZv24lncCsqS0soyTrKzMVpZ53Xrwe3UVRT2ehnD6CQyekSHk+XiPNfum8QLeyoTedIfSECAm1dwunlmYBSdn32dNqsFsqLcykrPI5S5URAcBRfvT6N0IgIFAoVI0cO4o6xt5xTks5isbB58w5ycgqorzfi5eWBh4c7Xbq0Jzy8+dpfm83G5s07OXIkgz59etC+fSKHDqVTWVlNfHwMbm6uKBQKqqu1rFu3GbPZQmJia3JyCgBwdlajUqmw2ezs3XuAiIhQHnvs/ov+HbWEjIzjLF/+O88888g5xfdPsnt3Cps37+D55x+/xLO7NjnpyuXi4szu3SksW7YKSYLevbsTHBxEu3YJqNX/vLnIbrcjk8ku2gOowVDHypV/oNXWIkkSDQ0NuLq6YDQ2EBDgi7e3Nx4eboSHhxIS0tSGPTU1nX37DnHPPRMoLi7FYKijdeuYC7YItlgsVFZWU1lZTWFhMXl5hdx88020a5dwwcd9133/wdknmlvHTmfX+l/ITPmTu+8ey2MPPIiHtz+11eXc99xndO076oL2c61zI2C9jsjPTGXe//2bWm0FfkHhVJcXktipLxlpu7l/+mQG92/e0eJaw2w2s3v3fjQaNR4ebnh7exEREUZkZBgNDQ0AeHi4Y2gQOFoko6BadqKY3yGT5a6RGJBouyLOKcdzSxk5agq6mko8fQJpMNYxZsJEJtw2kFZB3nh7ujFh0lMcTN7B+z/tR+mkRltRRHV5EcGRCbi4ndL13PTbbFbMfo8ffvye4QObLhcdLqvhieW7kYDyXdsoWfULrRI68coHy844N6OlgeUHtlJnNnHy7z7Ey5+hbXucVYf1BqcQRZF/T2yHh5cv4VGxWC0WCvOzqS4v4rn/vMFz/7rjvMY1mRooKSlj2bJV3H77bYSFBZ/xs/X1RlauXMfRo5l4eLjj7+9DVFQER49mYjSayMsrIDExntjYKHr16oYgCFRXa8nLK+TgwXR8fBw2ohs2bGXSpAm0bn26BJXZbKasrIKiolIEQSApqc1Fd7L6/fcNuLm50KdPyxpOJEliwYJfiIwMp1evljcb/q+xY8ceysoqKSkpY8yYoaxcuY5u3TrSqVO7qzaDZ7PZMBjqcHFxPmvgWVNTy7x5ixsbBC8lpaXlrFmzgcTEeLp3P1XjL0kStbU6KiqqqKysJigogOjoiDOOU280k9R+II+9NY+gsDhWzHmfED8lyXv20rnveKISOpNzNIXQ6LbXnQ39P+VGwHodsuOPRcz/xNHtJwgygsJiCWoVyKpfPj73xtcIVquV+nojtbU6qqq0ZGfnU1BQiIuLC4LKHYV7BK6tOiKhQDihEiqTyZAJMmRyAU9nCS8XiQhfER+3y6M8cCAth6GDx2I21dOmQ3cee/R+xo/u06SZ65W3f2DZL8u4//kvCAo7vcP6r7z7xAgKstIoKExrdD0TRQmzzcaY2RvRNVgQzWYsVRWINivFP33HjI+XkRh+ZmkuSZIo0VVhaDDi5+qJj+vpwvc3ODvP3tWZe++bxvAhfejWKRa5XEa90YxGrWqxhmpz7Nmzn6qqajp3bo/FYiUkJKhJgCFJEnq9gZSUQxQWlnD77aNPZGY9Gz9XXa3l9dc/ZPjwgYSHh3D8eC6ZmTkoFHL8/f3o2bMrOp2OnJx8du9OwdnZmVatAvDwcMfZWUNgoD/l5ZVkZeVQWlqORqOhc+d2ZGRk4+rqzJAhA84aTLcErbaG3NwC8vIK0WjUDBvWMg1YURRZvPhXQKBPn+5oNGq8vb0uaC7XG5Ik8f77nzNq1BBCQoJwc3OlqqqatWs3YjKZiYmJICIitLHB6lrjjz82odPpiY2NwsvLA4OhnrS0IwQHB9GxY1JjTevFoqSkjBUr1jTqHNfV1ZOSkorVasXPz4e8vAKGDh1AUlJCs9vr9EZGjp2Bxs2HKc986iiL+W02R/f+SX5OBm/N2YlSeRkEyK8RbjhdXYd0738b65Z8yWefv49arWL0sDGUFlwfjlgnUSqVeHp64OnpQUREGF26dKC+QeJAvoJynQxRPNmxDNIJKyNJtGO327Dbodoup8ogo8ogMCjp0uu7LlqxlYemTgPglkHDeeW5abi6OqP4W5mGh4cbweGtzxmsAlgbHALdsXE9Gm8uDSYjgkyGU1AImsgY9If2Ya3VEvPc27i2acefq+aR+Mh7ZxxTEASCPf3O9zBvANz37KekbF3JkkWPYTbV88prrzDtnvOXxJEkiW+/nX9CHqiCo0cddXslJWW4uGiQyeRoNE5YLFZAwGg0Eh0dgVqtRq0+VWMniiLffjufuLholEolhw8fw9vbk8mTJ+Lj89c692BKSyuIioogLi6KuLhoDIY6qqtrKCgoJiwsmI4dk/Dz82H58t+Ry+U88cR0du7cy/r1W5g0adx5a1bm5xcx67uFIHPi5l4d6NG95bJXMpmMiRNHs3XrLtat29zYJNO6dcx5zeV6ICsrB4vFETx5e3tSW6tDoVDQps2p64uvrw+TJo2nsLCEgoIiNm/eiZubK2PHDr9qM65nokOHtmzevJPS0nKOHs1EJpPTsWM7iopKmDPnZ4YNu5WYmMiLtr9WrQJJTGxNenoGAEqlgsGDbyEsLIQdO5IxmRpo27b5Ji9tjYFhox/AJzCSSY+/11hWoFSd+ps9krKV9j0GNrv9DU7nRob1GmXtoi+w1hWx4LvXuWf66+h0On5bPPNKT+uSkVcpIzlbjig5nFIQHNZ+4NBztYsgyECQHI1AkighISCTCQxuZ8Pz3JJ8583DT37Az3McsiSDh43g9vEDkckESkvLJlKVDgAAIABJREFU6du3V5ObR25BOb16DiM6oTMJnfvSb1RTt6Si3KP8vuBjHnj5G0RRxGa1INpt2O12QMJJ7cwvC/+PLT9/CYBvv6Fod2wkdMoMShbPpdPkx5kyuHkHphtcfHKO7WfuR0/Rf+Agvvjo3/84w2q1Wlm5ch1lZRWMHDm4sV5PEARmzZpHUVEpcrmcyMgwKiurEUU7PXt2IyQkiNDQ4MZGlfLyKmpqali06Fdee+2Zs2pyZmQcZ8OGbdx3313nrGdsaDCzcOEyYmOj6NatI8uXr8HX15v+/XuTmV3CsaxCburaBn/f5jP1aUfyyS8s50BqBvN+mE1VWWHje3N++vE0C8t/QllZBfPnL+HJJx/CaLKyeMVmFixYSlF+Dp2798TbyxOL1cp7bzxy1Vpc601QVC3DbBNwcZLQqCRcnBw1+CqFRE29gJsaPJxPv083NJj56qs5hIeHUF1dg06nQyaTM2BAH9q3P/Mqi91uZ/HiXwkLC6ZXr+6X8vAuKXa7neLiMgyGOurrjZSUlHHsWBbTp9/9twe0i091tZafflrG1Kl3NquYIIoSfQdOwadVNBMfeqPJg8Gq+f+Hj6sdV1cNc7/7lhmvfk9Um+ujnO9CuZFhvU5p3b4nS75+BYAfv331Cs/m8hDmI+LvIXG8TIYgQKSfSLiviF2E4hoZR4vlmKygUcpwVUvUmWzUm2WsOSgj3NtEkI8GmQzUSgk3tYRGdXGas/r26Yafrw8qwcjtE4YRG+vQyXUsw5mafDYyLIDwmAQO793E4b2bWPz1a3j6BFBbXc5rszbx5atTqdWWo60oxts/uFnZqv6D7yLLXIs6LAqZkxNWnZbSFQtxi21Dj84DLvyAbtBiouI78cxHy/nkhTt4/Fk5n77/r38UtBYWlpCZmU2fPt0JDW2FKIpUV9dQXa3F2VmDt7cnoigSERHK8OG3Ul9vIiXlEIcPHyU/vxh/f18EAdzd3cjPL6S8vIIVK9bQr1+vRi1Ns9lMcXEZominoqKaffsOMnHi6BY136jVTgwfPpAVK36nsrKa3Nx8cnPz+e2PvSxd9DMqlZqwqBhGjhpGu8Rowlp54OXpTnG5nhmPvUJJQS4BwZF4+QbSa/Cd/Dr3ffrcOoKXXphB1w4Xlhn18vKgtLyGjt3GUF6cT2R8B266dSLD7mlD5qFd1JmNHNqzlsUr2vLQ1LPLtp2kqFrALgqE+opcQHXHOTFbISVXTpFWhiSd+TokAZ7OEoPb2U57Lz39GJGRYYwZMxRwBHBms+WcGqRyuZzAQH9sNvtZP3c1k56ewcaN23Bzc8XLywNnZ2ecnTW0aRN70WutmyMzM4e4uOgz6hb/9MtGqirKePj1+adlsVVOGlYtn4u+tgokyDmaciNgbSE3AtZrFN+gMMpLCq70NC4bEX4iESdWsqP8m0ozKYHoABF/d5FjJXIMDQI19QJ2UYkgAySJ/BoXimpF5HI5MsFhWCCXQYdwOxF+F2ZWcMfYvmRmhrBly67TlqNE8fSxP/rgJR586DnKi3KwWhqorS7HJyCEj1+8k8nT7mdv8j5ee7A/r32zEW//0+sF/QNCmTh2Bn/mpiCKIoGjbkcpkxPk6kOcz5k1N29waXB19+Lxd37i3ceGc9uo/gy4uX2Ltw0I8GPw4H6sWPE7mZk5SJJERUUVTk5ODBjQG0FwODCdDEJ8fECrt5ByuIQjmYWMnzAKL093srPzEEWR++67i/LySn76aRk+Pl7IZHLS0o7Qtm08OTn5WK1Wpk2bRGBgyy19jUYjDQ1msrPzGDiwL+u3HGLZoi944ZOVKFVqdv25hBW/ruOtlzehcXHjPy8/zu/rdiPIVLwzdxcyuQJBEKgoyWPTb7MZMXIQ3TuduyTmbKzdsJ9NW5NZ9fsWeg+5i74jJzd5uAuJdCzT1pQXodXqzjqWJEmUVuhILfNBb5IhAU5KiUDPS1f7vitLQZlOQCZAYoidmAARuwQWm4DFBhYb1DUIuDhBK6/TryGSJHHw4GFuvfXmxtfkcnmLBfMzM7MZPXroRTuey4EkSZSXV3LsWBZHjmQyYcKof3QeXywaGswcOJDGyJGDm33/01kr+PCd/zL9pa+RNVMnHJPYlS2r5vLarI3s+nMJEa07XuopXzfcCFivUVzcvGgw1mE2W3Fyug7V9v8hJgusTVUinigNQHKUCvi6SjTYBIwNdux2CbtoQ6lUIIpglxxZDpVCopXX2W9OJlMDDQ0N/L2ERq83sH9/Gvn5RYwfP7KJ/El0dASLlqxi0fJt6AxGarS1WKxWbDYr0x+cys092/PLio1o1GpsdhvHj+eyeeMWigvzmPTou3idxfO5tU8oAS5epFfm0WCzEOUVRIRH4HWhe3ot4ubhg7OrOxrNP6vtdHFxpmPHJI4dO47RaOSWW3oRFRV+xt/jh58t4dOPPqJNpz4kb1rP5OxcEhPjaZ8YSa9e3cjLK8RqtdGtW0csFitabQ3e3l5069aJ228fw6JFK9i1KwVXV5cWNywFBQWQlZVDcHAQs77/hdWr/uCxt37EJ8AhvdVv1FRWzHHUTT/42BM89NBkgsNjeGTG0zw6ypFFVaqcUKmdeeLfT/PAvRcWKH01exXvvfUu3frdxugpz9Gx19DG70u021n8zavkHjuA3WalVlvBQ9OaSgU5lpJLKSwsobi4lOLiMtzDuuMc5IuAI9vZYBWASxew2h3eISSG2EkMORWQujj9dZ+n/i1JEjU1tZSWVlBWVkF+fiFKpfKsphBnw8PDna1bdxEcHISXlydubq64ubng4eF+xa8hJlMDFRWV+Ph44+rqgk6nZ8eOZDIzs3F2diYsLJi77x5/0RuszjaftLSjFBYW4+HhTlWVlujoCEJDm16fRVHiqRc+Y/VvK3jyvZ8JCmu+4z91z3rkCiWiKDLi7qcuxyFcN9wIWK9RdNpy3Dy9bwSrgM0Oqw4oG5fWBAAB1EoY0NaxlHa4UE5GqRyr1YokSUiSABLYBUe2Y1RnK8pmmmYbGsxs3LidjIzjaDROjRfzxhukKBIfH8vgwf1Oc9sJDGrFvkO5bFm3imF3Ps7h1M2UFR6nS68BdO+SSLVWT0FBMck7t2Os09OmYy863Hwb9988EoXy3JqCnmpXeoW2vaDv7gYXj1ptBWHB59fQZjDU0a9fr7PK4wBkHc+l78jJDJ7wMHmZh1A4ubF7116GDBvKzp17CQoKoHXrGLTaWvR6PUaj6YR1aXtiYiIZP34kGzZsY926LYSFBRMeHkJwcNBZ9+nk5MSHH75G2/ZDqCov4o4ZbxIem9T4vtJJzcOvfs/WVfNY/ssy+t3chXkLVtNgrMPNw4fwuCTMJiO11aVUlRejrdHj7dUy29i/s3z1bl59/nme+3glwRGtm7yXtmcDdXotezauYN5PP6BSKsnKLuDWvk0bu1JSUklJOUhcXAzt2ycyaPCtrD/miV0ESRKx20UOpufh2cETT89Lo6Jxc7yNPcflBHi0LChetWodOTn5hIYGExjoz4ABfQgLCznv4HLMmGFkZBynpqaWjIzj1NXVo9Pp0WjU9OnTg9jYqCsSuFqtVhYtWoEoiuj1BhQKBTabjU6d2nHffXddtiD1r6xc+QeiKNGuXQIGQx1KpYKbbmpqc1pvNDNp6ksUFBTwzEfLcfdq/jogiiK71i9h+OixfPj0OB58+Zsb5QD/gBsB6zVKVWkB/kHNi4v/ryGTgZeLo0EBHE1ZQ9pbcVI4AlibHWqNJxqzBAFRlFDIBUK8RerMAv5uIgoZiCIYGqDeLKBSQFqOkcz96wkPcuHhh6e0qObPbLaydmMKvyxdy5b1a4mM78jTHy7lSMoWvLy9+eH7Vej09Tz00LPU1xm4adBEpj3/BcGRba65jt0bnMJmtWCqNxAUcH4ySxERoSQn78dslXjt7W/Zn7yDbr36cuftIxjSv3Pjg6lGoyEzNR3RbufZmSuQK5Ts2biMJx95lO9/+JQGk5GuXTs0se08eeMHUKlU9OvXmx07kvntt7UEBwfx0EOTT2vSqqysprS0jKoqLTExkVhFBbqaSt79MRlPn6Z2u4Ig0K77rSiUKuZ//CxTJs+g7/B7eGfublw9vBvnsX7pLObN+YxZX35JQruO/Lb8O3y8/1ngWlFtwGaz4tFMQPDl6/cBMGjURAaeCFL79jy9+chutxMfH0u/fr0Bx/VBkhzXEQEZyAXUoom5c//g1lv7kpjY+rQxLhSlHHq3bnkNaVxcNFVVWm67bdhFCSTVaqfTGrMkSSI7O4+tW3exfv1WEhLiuOWWXhe8r39CYWEJtbU6ZsyYilKpRKfTo1KpWlzqcCkIDg7EZDKTkNB8xrSkTMvYCY/g6hXAv979+ax22RUluahUTnz5f08zv2cnXnruAUIiE2jbrT+F2enoqst57K0fL9WhXPPcUAm4Rtm+diHFmbtZvvCDKz2Vq4KdmY4GBoBgb5FecaduBkdLZKQWyHFWgclsRxQFEsMkkkIdS3E6I+zMkNCZHDd1QRKRBJAkOe5ODQzvcu7nOr3BxOQH/sOebRvwD46kY8+hdOozHL8gh1vXb/M+pDBzH61CQtmzfTPjp/+HTn2uPVmZ/wXqdFrWL5tF7rH9+AWF4+0fgiCXgyTh6uFDYGgMKpWaBlMdMpkcuULBgR1rKc45xM5N8885vtVmJyevjJBWvrg4Ox6CikuqmP7wKxxOPUCnXkPpO3IyB3f+wd7NKxgwaDCfffAvwHGe3TnleY6k7ueOh9+k/U2DsFrNfPGfKQjYGD9mAAG+bgwbdive3l5IksS2bbtJTU3n0UebOlrNnbuIjIxsvLzccXV1wdXVFaVSgdlsoa6unrCwYLy8PElPP8Zva3air5d45I05Zz22kzXbZzuv8zIP8fWb06mrreaJpx7n3kkj8PHxbmLheTYeffr/2LFtB8/+369NPl+ce4y5M59iyn338NSMcWfcfs+e/dTV1Tdqa4KjW1+thFqjgNUGrbwkqqqqWbRoBUlJbZDL5ej1BsxmCxaLFbvdRtu28SQlXbgLUkuQJIk5c37mppu6EB9/YfW/LdmXVlvDwoXLmTBhFAEBl08Gr6amlm++mceQIf3p0OHqWD1KSztKXl5BszWrGceLGTP2Ptr3GMyoyc+e8byXJAlTvZ7kTSsoytzTqJluNJmZveAPfl+zgdCwMJYtnMNHi1P/Z7VZb6gEXKfs3bSC6dPvutLTuGooq5U1dtqW62RY7fbGJf4wHxFXJ4lgb4nFuxy+ra7qUw9qu7MU6EyO5UCFTEIUZAiASiGSEKYCzt6UZbeLTLz7aUSZmte+3Yy75+kOLN37j0WhVCHa7bzy1Z+4uHlepCO/wcXkj8Vf8OfSWfQdOJRnnn6InLxiCgpKkEQRBIGK3HySNyzGZrWicXZBkiSsVgs2q5lXX3qUiooq/Px8mg1ivp23hh/nLSLraCpOag31hlrcPHwIDA6jpDCX9j0G8cQ7CwmOaE2DsY6QyAQSOt/C7PcfQ3zvCWQyAXc3DauXfsKaDSlMv+9hwmPb4ekbyONvzWfNos/47LPvUWs0bN1xiJeef5DMzBz27z+E0djAunWbyc8vIiEhjh49OtOjR2fKyyuZPv2eE5aeJmw2K0ATYfm9aUVkHstixms/nPP7a8kDWERce96Zu5ul377JF59/w4ZNu0iMjyQizA83N1dCQ4NJSIgjPDy02fGef+peui86/cEgODKeCQ++xufvP4YkSYwbdTMRoac35QiCcFotuvuJBJ6/+6nX/fx8mDRpHLt3O2p+W7UKxMnJCZXKUX+4c+deUlOPMHLkEDw8zr5ULUkSJlMDarUTMpmMgoJiNmzYitVqJSrKIeZ/UlFEEGTI5XLUahVqtRpPTw/kchl+fj7s2bP/kgesgiDg4+NNjx6dWbt2I3fcMea8dXdbiiiKHDqUztatu+jdu/slP8aWUFpajpOTE0VFJRSU1DBg6AOonJz48tOXKSuv5ZMvfmTbhjWMmPQU/UafXUpw/ifPkLJ1Nc6u7jz17DONrztrnOjWuQ1Zx/M4cuQYdpuNmspS/FtFXOKjuza5kWG9BjHV63n6jo7k5R1odED6X2fVAQUmi4AgOEoCBiRa8WhaUkpmZjZb9ldwc+8uVNWrMVokjA0iJqsCSZJwlioY3dsHSQKrHRRyWiRts3nHYabf/zivfrOxRbWnN7h6mfXWA3h7ubJo7tv/yAmopqaWXbtSKCwsoqHBjI+PF5WVWtq0iSU+Pgaz2cKIMQ8w9I7Hadf9Vlw9vBHtdmqqSqgoycfV3ZPQaEdGqaqsgJnP3Y6uupz3ftrP12/cR2hoCPN/eLsxIwvwr+c+ZcvmrUx7/nN8A8MAx40/LXkDi778DyASEtKKeXP+j1Ur17BjRzLDhw/EYrFQU1NLaGgwcrmc224bdtZAM7ZNf+59aiaxbS++HWplaQH7t61i86q53DV5Ck89fBs5OfkcOZKJTqfHzc0VJycVYWEh9OjRGYVCQY2unq7dhzPszifoOej208bcv301B3esIT1lC9/P+ZZB/TpQV1ePm5srgiCwb99Bamp0DBzYF3BY3a5bt5naWh3t2iWQkNAajebc11VRFFm2bDVRUeF06tTujJ/T6QwsWLCEhgYLAIGBftTV1dOhQxJhYcFkZ+eRn1+Im5srMpkMu92O3S5iNpsxmRowGOoICwuhvLyCESMGnbPm+GIhSRLr1m0mPT0DQXBoWru6upxo0HJFLpdjMNRhMplwc3PFz8+XxMT4swbvDQ1mSkvLqKzUYrVaEUWR2lqH85q3txfDhg245Bqq50IURYqKSli6dDVFRaVs251GaVEhwyf9C215EVvX/ISLmye9Bt1O72GTmk1Q/JXM1F38+PEz7NuzCm2tgan3v8CoMcN5cMoIsnJKGD3qLrr3H0d4XHtCoxP/p4PVG9as1ykfPj2Wxx67n8l3tMzW8HpnXaqCWtMJJxEZDO9oRfWX9YPaOivLNhbRKiQUvdkJe6PTAMiQiPU30SHa6by0Fw8ezmXUyLtoMBp44dPVLXKxusHVydH9W1n2/Zvce+dQRo4cjN0uolIpiYmJbPHSr15voLy8Eh8fL44ezSQnpwCNRs3jT77Gq1+vx8M74KzbL5/9XxS2Gg6npTLxwTcIjW7Lj588Q3lhFt9/N5OuHR3nl90u8vp7c5kz6xt6D70LjYub4//OboiiyLED21m/7Bu0FUWMHtmfiLAgdDo9drudqiotTk4q4uKimTLljtMC1uLiUo4dy6KkpJz3Z86h97B76Dvi3mbnK0kSZYXHOX44meK8o9htVkTRjspJQ5ebRxGV0OWc311pQRafvHgXWRlbG62M8/MLkckcjZLJyfuRJIm2bdvQpk0sh48VMnrUJG5/+HU69R7e7JjvPj4cJ6UMs7mBdu0SuKV3B4YM6U9ZWQVVVVp69erG/v2pHDqUTtu28UREhJKaeoS8vEIeemhyi7KKK1aswW63M3z4wNNq3I1GE3v2pLBlyy4qKir5/PP/0tBgpqysgsrKajp0SDznPux2O8nJ+1m9ej0REaHcf//d55zTxUSSJIxGU2MgXVdXj8FQR11dPTabDTc3V5ydNej1dRQXl3L0aCYhIa2IiYlEJhNQq9WEh4dw6NARDh1KR683EBjoh7+/HyqVErlcjouLM1FREefMUl8qGhrMCAKYzRY2bdpOXl4hzs7O5BbpmfXl5/gGhvDcxyvROJ/f/PZsWEbO/7N3loFRXU8ffnY3G3d3dxdICA7Bgru7W4VCi5UWSqGUYqW0QPFCcZegQYNLsASNEOLutsnu+yH/ps1LkOCyzyey995z5yy7e+fMmfnNzRPs2TqfgSN/JC4+lbLSYmIf3EJBQUzr3l9Qv1Wv1zyrDxN5SsBHioNHHW5H3Aden8OanC3gaowIH+vy58o8vW84m5ZzMUoBsQjqOZZVcVYB7icroaLvQFYxCKRlKCiI0NMQYKkvxVJPiqJCzba8Yh+n8uhxGnfvx3Lx0nXystMBiLhyUu6wfsAIhEKEQiHBwc04c+YiGhpqZGVlU1oqeeHiG01Njcpq5nr1ArCytWfU5z+irWuE8gs89Bw96rBxyWRKioqwsHNHUVmFwd/8xrkjW+jUsQ+duvdm9PCuWJkb8MOUQbQICmDT1kNsXDWby6f28vW8HYgVlXH1a4iLbwNWzB7F2UuR9OjWhgMHjjJ69CB0dXWQSCQsWLCMiIh7FBUV8+jRY5yd7dHX12PBgmWoqakwZEgfsvKlLJi3mDJJKX4N26GmqV2ZY/cw4jK71/xEVloS3rXr4OflhpKyEmIFBVJSM1i/6GsUxIrUa9ULr8CW6FYj1VZaUszD25coLSlm86adqKmpEhDgi5WVBRKJhLS0DNzcnDhw4BjHj5+hQYNAWrcOYujQvixbPBmxWBmPgCcbZqQnP6YwP4eWPcZw/sRu+vbpxI4d+3FwsCU9PYMjR05SUFBIr16dKpss2NhYsWrV3zx6FP8/HVshOjpPT9/x9fXg+PEwHj6Mwd3dGahw8s6fv8Lly+Foa2shFAoYPLg3d+8+xMzMGFtbK2xtrZ77Obh16w7Hj59BV1eHjh2DcXNzfu41rxuBQFBF/URdXe2p2qfu7s40aVKPO3cekJCQBEBKShp79x7C3t6W4OAgTE2N3qu8/fz8AjZu3ElpaSkGBvokJ6cwcGAvwm8/YtacEXz7x2EMTW1eyWYDM2u2LDuBZ62OpCREM37udizt3UmOjyI96RHutZu+xhl93MgjrB8oe9bNxUhbyKI5n7+2MbMKBBy9pYBAAN0CJK9t3LdFcSmIFSoaAvx/yqWQmgNZBTJUlEToa0jReIlsitkLNvLLzKqdxToNmoyKmgam1k7YOPu+Vz/IcmqGpLSYqQPqcvjodlwczMnIyGT9+m0EBwfVqGe9pKycTj3HE3H9CkUFedRr2YMOAyc9s4IYIDMtkaPbl3P1zH7EikpMW3oUZZV/u+lkpSexd91c7t04T1mZhIWL59E+uA5iBREbtoby54r1xNy/Q2CLbrToOgp1TR0ObfkdJWkWUyf0Yd++w/j4eBAbG0d8fCICgRALCzMeJWSQmJxFZEQk2lqaKIqFdGrfBH0TG+bMXcbF04crbRApiBGJFFBR00BBLOaLr8YxcnDbysjof5FKZew7fJE1a7dz5cJpNLR0sbB1IzsjmeyMFNQ1tUlPScDB2YPhw3pQx8+RzMxszp+/QmxsHAYGemRn5yKVSiu39L283Lh5MxIfHw+EStoMHjiS8XO3YWxR9f8ndNdKtq+YyaRf93P6wHoirhzn999/JiM1iZycHAwNDXF0tMXHx6PKdbdv3+Xs2YsAlJZK8PR0pVGjuk/9P7txI4JDh45X5BhrauDj40l4+E1q1fImJSWdmzcjUFBQwMLCjKSkZKytLWnWrGG1XZJu3brD2bMXKSgoQllZiW7d2mNo+Owt5/cZqVRKUVHxE5J/b5qSEgkbtoWSlp7NN5/3eKL7nFQqJSLiHmfPXsTd3QVbWytSU9NRVFTE1dWRhX/sYMfOEMbOfPWK/fLycn77ti+Jj+6joaWDhZ07AycseuVxP0bkEdaPlJg7V2n/+ZDXOqaOmozmHmVk5n+Y4vPKz0gfFQnBRAdMdAQ8r4jqaUyZsYKli+ZW/m3r4keXYd9i6+z7UuPJef8QiirymUX/W3RkZeVgZGRQI2dVKpUxbtJiHj96xIR5O9AxMHvhRYy0vIxT+9cx//dlHAw5ys4VM+n9+ZzK4zr6JgwYvxCAW5dC+f67n5g2VcKpE9vo2z2IJg196D9oIke3L+fo9uUMn7qM4sJ8dPRUMDc3oaioiOvXb9GwYV1q16nDdzOXYWrjypwfv8bBow5utRqTlhjDsX1bECpqsH9HhbC5hpYeeTkZzF6wkBED2pCXX0RKWjbmpnqoPqNZglAooENwHToE16G8XErYxTvcvP0AK0sTLMwMSM/IwchAB08368prrKwsMDTUZ9euEEaPHkR2dg5//rmeVq2aYmNjiZaWJsHBQZVpBp9/NZ4ZI4KwcvDk6/k7ESlUSHTZOPugrqXLXwvGUVSQR4s2Halbxwcd7QbVmVqJu7tzZbS0oKCQFSvW4+fn9dQ2nF5ebnh6ulJeXk5Y2EUuXbqGsrISERH3yMvLRyqV0r17BwQCAadOnSUtLaNSDzomJo5btyJJSUlHQ0ON1NR0OnVqg5GRPoqKiu9cxP9VEQqFb9VZlUplrNpwkJ9mzsHAxIq8nAzS0jKYP2tM5TlpaRns2hWCuroqrVo1xdq6Iv/b1NSY3LwixoxfQMienXQd9t1rsSn2XjgZKY+5E3GSnNwCatVqRkFeDmoab0bj92NG7rB+oBiYWLFq9Sa6dmhQbWTjZdFRk6Gj9mGlA7wt9PS0MTCx4odVp9+1KXLeEDF3w9E1MMLRzpTy8nLu3Llf4/aPvy7bxanjx/ls1t/PLcj4/+gbW6Ktb0I9f2ckpcVs3X74qed6+Afh4R/EzlWz8PJqzIZNa1mydANliGnUth+n9q9n/4YF9B47m6Uzh1FWWoS3qxkDBvRAQUGBv7cd59DuzVw6W/F5zk5PomW3UQBo65mwf+MizKwcGDF6OEpKiujqaNK5bT2EQgFamqpoadbMERGJhDSq61atNur/R1VVBWVlZRYt+hMfHw9cXR25eTOyUju0Qk9ZilAoRPd/Wq5Z6YkUFeajrlmhhfs4KoIyiYTmrYJZNOezGtn6D2pqqri7u7Bnz0FatWr61IIggUCASCSiQYM6mJmZsG/fYSSSiqYlDx7EsH//EcRiMbVqeeHl5UZpqYQ///wLkUiBWrW8CAysTUFBAWKxIubmb6eo6mMjKzufrr2/IjkxgcETf6MoP5e/Fk3A18eVmxGxHD9zjcuXb5D4OIZxXwymbXCjyshrVk4Bg0Z8z4VTR3Hyqsvk30Jq/N19GopKyiilSHIYAAAgAElEQVQrq6KmqoSaqhI+AQ0IPxsiz1t9CeQO6wdKzzGzmDEiiEvX7lPP3+Vdm/NRkpqeg0AgwM21Ln2HjCRk715a9/7iXZsl5w0hkZSwftHX9O3fD4AHD6KJiLjHwIE9azTOiuV/0mPUjy/9wBMrKnEzIpqQkGNo6Rk/9/zOQ6ZiZuPCuHHf0qBxEy6FbWTIxCXUbtwRkUgBaydvxv6wjrlfdWLEmZDKJgId29Rjmr4Jlg6eDJ+6HAu7fx3JpLj7OLj6cCp0AyrP2rp4Q+joaNO0aX3+/ns7mzbtxMBAD6FQyIYN22nQIICjR0+Tn19Anz5dCD1+js5DptC8y4gqY9QP7k1UxGXS0tKQSmVPbAu/KE2a1OPq1Zts2LAdPz8v6tatXW3EfPfug9y/H4VYLKZx43ocOXISACcnO9TV1TA3NyEtLYN9+w6TlpZBXFwCP/ww8T9qFB/u1v+7QiqVsXX3aeIeJ7Fr5170TGyZMnkFIgUxa375AlcPXw6EnGDy11Nw9qqLlaMXmiVChgwcQ9uuvVmzdCoAm7YfJ/zSOeZsuIyyqvprtVFLz5jUpLjKv7W1tCgtKX6t9/hUkCfbfaCIFMTYOHmxY3fouzblo8XdrR49+n6FmoY2a5b+ildgS+oEPV2QXM6HTXrSIwTAtG8qHFZHxwpH41l5/tWhq2dIfFTES9vh5BnIiMHDyC2QvHBBhn+TTqQkxnE38g4ihYoWb3autbB2quj4ZO3oRatuoxg0dCK5eRV6n2qqSphb2XL93CEsHTwQ/kfGq1WPMTyKusvxMzdeeh6vikAA1taWDBrUCw0NdRQURJw9e4mDB0OpU8cPgQDW/H2YM6GHqdWo/RPXi0QK+DZow5WLFxgwfMZL2yESifD392HQoF7Exyfx119befgwpsrn4p+OYqqqKvTs2RFfX0++/noMkyZ9zoQJo2nUKBBlZWV0dbWxt7fF0dEOExMj8vMLXtouOTBm/Hymfz+bsIuRuPgF0XvsT4gUxDyOiuDSid1cCjtGiVSZGStOMHjibwR1GkqvMbNw9WuInt6/xXR6elrkZqWx9695lJe93vqN80e24t+goijw+u0Yjh7YiYtP/dd6j08FeYT1A6bDwEnM+7orFuamjBvd+V2b81Gxan0IktISwi+cYsmfy5k6aRqdBk9+12bJeYNo6hhRWJBH36HTWb30W0qKiyksLKxR//JT5yKIi75P7aDuL21Hr7Gzad3rC7T1n4yuSqVSbl08hqKyKipqGuTnZJKdkczjqAhKigq4de0CI6etwNn7yZaa7fpPYO28eIaM+oFtG34CYNkfM+nZazR/TB/IsMnLUFSuUNDPSElA18CEpg28Xnoer4q5uSkpKan06NEBCwszYmMrolT+/j4IhUIiIu6xdMV2WnYfjY5+9dvo3nVbkZOVRk7ivwuIsrIySkslJCQkoampgaGh/gvlimpqatCjRwciI+9z+vR5jh8Pw8XFAUdHO4yMDBgwoAdhYRe5c+cBpqbGiEQikpJS2L07BC0tTTp1alOp7yqRSAgPv8XatZtxdXWq1ISVUzPSUtOxdvSi46DJqKr/mxNqYunAD6tOo29s+cT/bey969y8eIwfvhsLVOQp66hKWbhoNj/PW8GedYp0HjLltdiXmZrAsZ0r2LNvI/GJGXTrOpieo2fKlWReEnmE9QNG19CMz39cz6/z5zNn0eZ3bc5HRUFBUeW/xw4f8doS8OW8v6hpaPHNgl2cO3Wc23ceoaRUsRX+j0TP87h19xEzZy2medcRBDR9+QWkQCCo1lkFiL5zlVVzP+PI1l/ZvGQyZ/avIv7ueU4fqKhmbt9/PC6+Dap1wAQCAd1H/kDY8UMUFpUAcCrsBo+j7xJ5LYykxw8rz1XX0qUgP5f5v2196Xm8KoWFRchkMmQyGebmJtSvH0D9+gEoKiqioKBA9+7tCW7Tgiun9pKWFPfUSHh2ejIGBvqUl5dz+PAJFixYyh9/rObq1Rvs3h3C6tUbuXUrkpyc3MrWsk9DIBDg5ubEoEG9aNasIQ8eRLFhw3bi4ys+I/n5BYhEQiQSCbdv3+XgwVBq1/YhLi6By5fDgYpobH5+ASNHDiA4OIiUlNTX+8Z9Qqz4YxqSohymDAhk3/p5ADx6cIvfvx9A6K4VPI66TX5uVpVrcrLSAOjYpiOefm2ZO285UqmUAH9vtm5ZypVTe4i89mp1CjKZjPPHtvPTF20ZMmo0vp52HD8TjqG5bbXNLuS8GPII6weOsYU93UfOYOP6Xxk/tttrLcD6lPl8ZBekMgEzpkzEwNSaWo3avWuT5LwF9I0tEYpE3Ln3iIjbkdx5mIJ3Yi52dlJE1eml/Y+Zv6znzyVL8PBvWqMHUkFeDuFnQyjIy0YoFOJdtxWlJcWEh4UQfjYEFVV1mnQYglAkwrtuK9Q0tLCwcSExLpqgVm1p0aw+WlrqRNwKZ8afJ6ts61eHmoYWNs7erPgrhP49mrNofoW8TqdBkzA0s648z96tNhMX7ubncR1p0sjvteXJ/+MQ/pMDmp9fQEzMIySSMvLy8rl/P5rCwkIUFcVoamqgoqLCoUMn6NCh1RNjCYVCvvqsN5evRrLgm64oqagxaMKvWDn+23VKJpOhpWvIuZM7+eMPVUxMjPjii+GVFfj/VOpfuXKd06cvIBYr0KlTGwwM9J46B5lMxsWL17h/P4rU1AxSU9PZtm0vJiaG3L59Fzc3Z1at+hsVFRUsLMzw9nYnJycPkUhEQkISZ85cIDU1ndJSCcXFxSQnp1K/fkBltbqcF0dHS43QkOUcPRlO/z5DeHT/JnFREYwd9yXx8cms+eVzstJTmLrkEAYmFe+vV53mTPntAI+jIslKTWDH7gN8NW5EZRHh/F/nMmHcJGauOvPc79N/SYi5y74N82nRdSRHti0lM/Uxm7eurfzuiEQiueThKyLXYf0IkMlkLJzUg06d2jB5nLzy8HVx9NR1unfsxrift+DoUeddmyPnLSAtL2fKgDqIFZXIzc7A078psQ9u0q5jJxbMHktWdj4z564lKioWBQUFZFIpxSXF3L11nfG/bEfPyLxyrKS4B9y6GEpaUgzZGcnkZKSQn5dDSVE+xUWF6OgbU1SQi29AQ8wtzMjJyeX0sYOIFMQ0ataKfn3a8+tvazgbGgLAwh2RlZqsKfHRXDm1l7vXz5ASH4OOvjGTfwt5oTneu3GOVT9/xpgvv2D5kj/o+8XPuPpVvyV95uBGju9egZOrB6qqqoz/oj9+XvZs2HacHTsPoqSkRPOg+gzq07KyqOn85Xt8+dX3mJpbIJOWU79+HcTSbExMjIiPT0IsVsDAQJ/S0lIyMrKwtrZAQUFEXFw8mZnZjB49CKFQSFpaBrdu3eHWrTuMGTP4mU4kwMr1B5nx7fcIhCL0DM0QKyqRGPcAmVRK5159+HHqEDQ1NZ65/f+PWH+dOrXQ1dXGzs76CScjMTGZPXsO0qxZI6ytLZBKpZSWSkhMTOby5XBcXZ1QUlLCzs66svtVZOR99u49VDmGnp4u+fkFaGqqo6SkRHJyCkFBDZ/QhJXz4sQnZrBz32k6t29IVlY+k79byP3IW+RmZzD6+1U4egY+cc1fC77iQuhOFv7xR5WukV612tN1xA8v3I5YJpOxcGJ3dHW1uXH5HF1692fuzNFVJN/6DZ1OmYI2HQZ888pz/ViRt2b9REiIucuvU3pz6Mg2XB0t3rU5Hw2DRs1CpG5Gs87D37Upct4y/8gmpSU9Yu5XHRk8YhSb/voLO7faOPs0oLysrLIzlr2bP3pG5pSXSYiPucuOlTNJT3pEvcbN8HB3wszMCCsLIwz1tdHUUEVTQ4Vbd+IwNdTBwvzf6vC0tAx27NjHyJEDAUhKyaJJUA9adh9DYPNu1doZfecqCmJFLO1f3NmJvXedkI2LSE+Jp0W3UU8tJpRKpYSfPUhZaQmZaQkc370acxt7Hj28Q/v+ExAIRZzcuwYDQ2PU1DXIyc7icewDOgz4Bml5OZt+n0rDZq2p7+9Au3YtsbQ0p6SkhKysHBQURJiaGqOgoEBIyDFycnJp3br5Ey06L10KJyYmji5d2lQqHDyN8nIpcQlpPIxOpLCoBF8Pe8xM9WqkEJCams7ly+E8fBhDly7tKmWmcnPz/ueUXsfMzJimTZ+t5/pfDh06TkTEPfz9fTAyMkBbWws1NdVKjdKMjEw2bNj+wi1h5Tyd42duMmrkeAKCuuBbv3VFp6qnREpX//wZvt5OzJle9fc9qPUIAlr0wTPgxTpJXj65h9Cdy7h8fudTdzktrevw1dytTzS4kPMv8sYBnwhmNs607v0FHTsMICTkb+xt5Fp+rwNLC1Nu3JEv2j5F/omsGZhYYWHrxuK5swDoNmIGqhpaCAQCzG1cUVRWISriMmvnfcmjBzfR1jOi78ABTP6qzzNTdAJ8nyy80NbWJD+/gPLyckQiESZGOvjXrc+N84ef6rDauvjVeG7WTt6MnrEWgKtnDrBm7mfUad6D0pIiVNW1sLBzQ1lFDaFQiF+DNpXXNWzTj5i74ZjZOFcWOtVt3o2rZ0LIy07HRCrlcewD7lw7w7Apf5CaGENmwl2GDeuHtnZFUYyqqsoT7U5FIhH29jbV9pP39fUgLi6eZcvW0b9/92cWwYlEQmwsjbCxNKrxe/IPhob6tGnTnA0btnP8+BlatWqKRCJh69a9mJub4OnpiodHzVIkcnLyCApqgLe3e7XH9fR0cXS0Y8mS1RgY6GFsbECDBoGVRVpynk9JiYTOvSdw52Y47fpPILBZ1+deUz+4NztWzHjCYS0pLqo2J/rBrYtE37lKakI0KQnR5OVkYmrpQMy96yz9c/FTv+95+cUoKik/kU8rp2bIHdaPiMbtBiApKaJz1+HcvLrvXZvzwXPvYQIb1q6l24jvn3+ynI+W9OQ4Hj24SdiFUMJvPmTe3PmIFRUpLysj/tED1DV1KS+T8PXkSQzotRoN9Zd3MiSSMoTCqg+91q0a8dvv6151Gk8l4soJLp3cy6WTe6u8/sOq0xiYVO15r6ahjXvtJlVee3j7Mn//NonyMgmy/+Wo1m7cAYCs1Hi6dOtU6aw+jdTUdBwcbKs9pqCgQPv2LVm/fhtpaRk1Um14WaRSKcnJKTg52bN9+z7EYjENGgRQq5b3S41naKhHQkJSFYdVJpMhlUordViDg4MICmrA3r2HCQkJJS4ugb59u1WmFch5NuMmLyY3r5AZK08iVnyx72Bhfg66+hWNQQoKS1i/5ShhZy+TnBCHo2fVNLDju1cTumsFzYLb0rShD85OnTAy0Ob6rYcIBO0IDnpy4VhYVMKWXadYueIv7Fz9sHOt9eoT/YSRO6wfGc26jODYrhWMm7QYe3trurRviLGh9vMvlFPJX5uPsXjxchIeRdG275d4132y4EPOp4FMJmPjb5MZMGwEbk6WuDlZ0rfbv9qoBYUlhN+4x7mwMIb0bfFKETGZTMalS9ewsjKvdGKu3YxixvTZ1G/V+5Xn8jT6j5tH58FTuHpmP/HRkSgpq6KupYe23otFKTV1DCgrLUFNQwexohKdB0/Bu27LijlJZZw6cYIubes8tWNYSkoa6emZWFmZV3sc4Nix0+joaGNhYVrzCb4E8fGJ6Orq0K5dy1ceKyMjkxs3IujX798IuUQiYffug8TEPEJbWws9PV1kMhmZmVkoKSnx44+TOX/+Cjt27KNHj47PTYWQU7HYe3T/Fif2rKFZlxEvVOBUVJhPbk4Wo8bN4/D+vZhYOuDkXY8vftqEimrFwij2/g32r59PZlo8Bw9uIiEpg70HTnH02BkkpcW4ubuzeO7nAPz25x5WrVhDSXERpSXFFObnYuXgjn/TrtRu3P6Db7X7rpF/Cz4yBAIBo6ev5erpfVy/dYSfZ/2Eq6cf61fPxkBP812b915zKPQa23Yc5PiRg/T5fA5O3vUQi+XRjU+V3Kw09qz9maL8bKZPHlTtOWqqStQP9CT6wV3S0zNfyaG6ffsODx/G0rNnx8rX1v19AB19M/waPimM/zpR19KlUdv+L3WtmY0z87bcIDM1AXNb18qH8t3rZ4m5d52WI3oTFRXzhMOamJjMhQtXiY9PpEmTev/p+FQVmUzGgwfRDBjQA0XFt9N16/bte7i4OL7SGElJKYSFXaSkpARLS/MqbV3T0zNJSkrhyy9HkJOTR0ZGJkKh8H/Oqw4ikYhmzRqycuXfJCWlvjVH/UNmxW8TuTq0C/0HfI6JpSMeAUHPvcbVtyGPH96moEyNYVOWYuPsU+X49XOHWP7jCHQNTGjZtj1t2vYjJzMVoUiEkrIqZWUSUpMTKSoeyehxv3Du9El6jZ2Ntp4RYkVllFU1UNN49u6CnBdH7rB+hFg5eGDlUFGAkRIfzYG/F+Lp0YjJ07/n8+Edn3P1p8kvi7fyx+LFBDbvzoR5O9AzkheufapkpMRzdPtSLp/aR3CHrqz5Yy2K4mf/VBoZGfD4ccIrORYSSRnGxgaoq6tVvjakf3vCr11j/tdd+HrB7tfW3/x1o6ahjZpG1Z2cfet/oVmLpnh7uRAYWLvy9bi4BE6ePEt+fgH+/j60bdv8mY6oQCDAzMyE8PBbNGnydjoE3bv3EBMTIwIDX34LVyQSERUVS1BQAzw8XKscMzY2RFlZiZSUdCwsTKtVQBAIBIjFInlUrgb4edkzdPhQdu1e/0IOq5auId1HTn/i9fs3zxN2cCOR107j36A5l84c5dKla2SlJ9GpRz8O7d9No2YtOXX0EApiJewd6mLr4sM3C/fKHdQ3iNxh/cgxMrdl8MTfSIq7z6/fDcRQX4fObQMpKiqhsLAQiaQMCwvTT/ZHMS+/mO9nr2LrhrWMm7MFMxvnd22SnHdIakIMCyf1ILh9Jy6cP1Slgv9ZODvbc/ToaWrX9kYsFr/UvW1trbh06RoHD4bSsmUThEIhnm7WnD66lsGjZzNtYH0sHdxx8KhDmaQEU2tnnL3qPbXJQHUkP37I3ethlBYXY2hmg5mN8xN5qq+DO+FhpCTEouRrh4+PB0KhkPT0DE6ePEd0dCwFBYVMmzb+hbe6W7duxpo1mygrK6d2be/n5sS+Kvr6ulhbv/yiNT+/gG3b9uLoaIeLi+MTeagCgYDatX04efIsvXt3rja6LJVKcXCw5dy5S3Tv3uGlbfnUGNIvmKVLfufWxdAXclqr4/zRbZQUZHD+3EEszPVZsmIvM7+bhoaWLmfPnKJ+q17Extxl7My/MLNxIe7hLSzt3Guk2yqn5oimT5/+1IMzZsyY3rbPuLdnjZw3hoaWHopKKmxes4yiglzu3LlPbOxjLly4SlZWNiKRCE1NjU9K2PjqjYe0at2XwlIBw6cux8i8+qIPOZ8Ov03rz4DBA5kzfXilkPizkEqlpKamk5eXz4ULVzE3N6my9VsTlJWV8fBw4dSpc+TnF2BlZV65kLS11MfewZamzYJITYrHUE+Ne7cus3XFbG5dCkVBLMbM5umV61KplL3rfmHr8ukY6muiJColMjyMPesXIhQK0TOyqNR4fR3s/WsupsY6GBloEheXwOPHiZw7dxk3N2c6d27D3bsP0dXVRldX54UWy2KxGBcXB5KTUzly5CRSqRQLC7PXZu//5/HjBFRVVTE3f7mI+YkTZzEyMqB162ZPjR4bGuoTH5/I2bOXsLIyR1VVpcrxc+cuc+bMRdTV1fD0dK12DDlPoqQkxsrOmV+mf0Othu1QVlWv8RiW9u7s37iEa7diad+2MYdDLyIT6xLYvBsCgYguw6bh36QjWrqGFZ3p9IwRfELPzjeFSChg7/qFTJ8+fUZ1x+U6rJ8QxYX5TB1UjyNHd+DmZIlUKmPC1CU4O5ghlRRSVFiAtbUFDg622NlZV1tAEhl5n8zMf6U5nJzsnyvo/T4ScS+O1sE96Dhw0lPlguR8WmSkPGb2Z22Iib7w3BSAsrIyHj6MITz8Fjk5uejp6WJjY4WPj/tTczFflJycXHbuPICfnydubs5cuHCFGzciadOmGVZWVaN+RcWl7D5wjokTJvPlT5swtao+7/Ls4c2cPbiBPTv+rBI1DrsYyfQffuV2+EXUNXWwdfYluNdnSMulKKuqoWtoXq1DKSktpiAvBw1tPUSiqu9VQV4O3w6uR8vmjWgd3JjmzRsRExOHpqYmqalpxMUlcP9+FCKREE1NDWxtrfD3933h35H8/ALWrNlEly5tMTV98ehyTYiOfsSFC1fo3bt6fdrqKC8vJz4+kZycXG7duoO7uwteXm5PPV8mk3H8eBiRkffo2rUdJiZVi9wePIjm0qVrdOnSTq4U8BJMmv4nB/buY/y8nS+1GMtOT+a7oQ2JirqCf90O9Pl8LvZutZ9/oZyXRq7DKqcSZVV1Grfpx7QZS9i5cS5nLkSyZcNaVNW1KMzPpVvvfjRtasXduw84cuQkBgZ6T2xvJiQk4eHhgoqKMqWlEjZt2klQUENcXR0/qLSCkaOn0aLbaLmzKqeSU/vW0aZjt+c6qwCxsY8JDT1DrVre1K7t/Vp3JrS0NPH2dicuLoErV26gqqpKnz5dq9UoVVFWpFeXxkTeHcafs0bgHdgSR6+6OHgEVCkYzExNoFZAnSdSHOoHuHLswHIKi0qIvPeIL8fN4M8fRyBSUCA/NwuxojJufo1w9w/CyasuyY8fsnPVLB7cvoyquhbFRfm4+DTAxacBzt71UNPU4a+FX6NvaIyykgK6utro6Ghz/fptQkNP4+PjiZ+fJx06tEJZWYnc3DwiIu6xefMuTEyMaNSo7nMdV3V1NayszElISHpjDquhoT4ZGVksW7aWHj06PqEb+1+Kioo5efIs8fFJlJVJMDOriLI7Oz9bID4/v4AbNyIYOXLAE9FVAAsLM0JCjnHt2k0CAnxfeSH0qTH7u2EcOhDC46iIF+5Y9V/SUx6jrqnD+Cm/IhCI5JJU7wFyh/UTo3nXkcwY0ZRjp2/g7W5LeVkZ3y0PJTczje+GNOT7KUPx8nJDIqloNVheXqGr+I8vKhLVwsLCrNI5dXa25+DB40RFxdC6dbMPQn6lqLiUexHXGDJ15bs2Rc57RHpKHE27PFvCrKSkhHv3HnLjRiS2tlYEBPi+EVssLEy5cOEKAO3bt6zWWf0v0ycNxMvDkXMXrnN40yJWzL6Pi089GrcfhIN7AKXFhaRnxD31elUVJfS1lRnUtzVDhvQBQCqVcfn6Q/YeOEXojqWs/GkMahra9B00iNNHVyNWEHE5/AEtmrZGT0ed0F0rKMjLxsLGnu+nfkZeblZlRDgwsDaPHsUjlUqxt7ep/P3Q0tKkbt3a1K7tzY0bEWzcuIO6dWtTq5b3MxfAWVk5PHoUT+3aPk8951VQV1dj7NghbNu2l/j4pKc6rDKZjG3b9mJgoEe9ev7Y2Vm9cKeqR4/iUVdXrdZZBVBWVmLgwJ4cOnSCyMj71K/vj5OT/QcVGHiXTPlhBSmJcWhov9wOoK2zL4HNu/E4MYEvZm+Uv+/vAe+/dyHntaKsqk77/l8zefIsLpzejJauAakJsZhZO+HiW59V60OYMLYbYrH4ie3H6jAzM2HAgO7s3BnCxYtXqVcv4C3MAvILSug5YBIP7tymIC8bLR19VFTVyEhLRiaT0bZTV+bPGktxiYSd+8MIauiL5f+iSwoKIsRiJUqK8l9r3p6cDxsLOw/Cr98B2lZ7vKSkhC1b9qCkpISfnxcODjZvzBY9PV0ePYrHwsLshQqMRCIhXdvXp2v7+sBYEpMzWb/lCGsWT6KwIA9DE3N2bV36zDFKSkpRUvo331IoFBDg61DRkWvaUFLSstHRVq8Sga7t40BGxv0qrU8fP05k377DFBUVV2qrikRC7O1tCAu7SMOGgU9scYvFYmrV8sbOzpq9ew8THR1HmzbNqigm/ENubh7u7i5s3LSXsePnkZiUSssWjVBTU6mikfuqXL9+m/T0TCwtn64PW1JSSlpaBv36dauRQ3Pv3kNOnAijR49nq7ZoaWnSvXt7oqJiCQu7yJEjJykoKMTGxoratSveLznVc+LYcZq0H4iR2cvVJghFItr1m/CarZLzKshzWD9BpFIpc8d1oHPXDuTk5HE89ARjf1hPctx9Vs4Zw5kzezA3qdmqNCcnlzVrNjFoUG+0tDTIzMzi4MFQSkpKsbQ0p149/xcWVb/zIJ4Nmw9y4fwVsjLS8PTxxcBAl9TUDCZ80R8PVyuKiksxNXFj5LQV2Lr6kZuVTklRPtr6JpQWF7Jj5Y/kZ6eRnpqIqaUDyfFRbN/xF7V9Ktphtu36JRbOgTRq06/G75+cjw+pVMr6hePR1VTi79U/VL52/34U8fFJpKdnkpiYjLOzA8HBTd9KtOXAgaPo6GhTt+7L581Jysq5HP6AAF9HRKJnpy1cvHiNjIwsWreuWWX1odBrjBg6hocPwhAriJDJZEz4eiampkaM/2oEsbFx7NhxAB0dLdq2bYGh4bOVF8rLyzl79hI3bkQQHByEvf2/C4Pi4hLWrdtMRlYhv/y8ADNrZ7zrtiLuwQ2i74Zz8tTe19KWOj09g4kTZxIcHIS/vw+mpsbk5uYhkZSRn19AWVkZOTl53Lv3EIlEwuDBL97YITs7h3XrttC9e4cn8lafxb59h8nIyKJx43oUFBQSFnYBIyNDGjUKfGbKwquQl5ePmprqB1mMe/LsbUaNHE/dlj1p3mXEuzZHzgvwvBxWucP6iRIfc4d1875ETV0dcwtL7t2J5IufNnN46+8oSPPYtGZmjce8ePEa589fxtHRvjLX1crKnBs3IoiLi2fAgB7P3S7bsO04U76egm/9YBy96qGlY8D92xcpKSxAKBJx5uDf1ApsSEpSEnduXKTb8O9p2nHwE+OUl0m4fGovti5+GJpac+nELnav+ZnQ0G3YWBqxbc8Zfpgxl8m/Hfwgf4zlvD4K8rLZ/ucMslLjOLh3BepqSty8Gcnly+HJH6kAACAASURBVOGoqanh4GCLrq42FhZmb7W3e0zMI86du0yfPs/vif46yMnJY/XqjYwbV7OH+50H8dT1b8L3s3/my1GdKSmRYGzsioOLO8MGdaGwsJAOHVphbW1Zo3Hj4hI4cOAIOjraqKgoIxYrEh0dS3l5OZ06tcHLqzG/bApHXatClWH3mp8pL0xl24afanSf6pDJZGzevIvo6EeYmhqTlpb+PxUVESUlJZiYGKGqqoqTkx1WVuYvnAr1TwqBublpjRYi6ekZbNq0i1GjBlbeSyKRcO7cZW7ejMTOzprg4KBXXkglJaVw+vQFZDIpmpqaRETcwdvbg+bNG73SuO+KPoO/Q93IiSbtq2/8Ief9Qu6wynkqMpmMXatnE3n1JJ4+fly9dIGhk37nt2/7sXDJArq0rVvjMfPy8omMvA9QJb8vJOQYIHhq9Obk2dv8umQd169cYPiUZU90HPmH5PgoYu5cQ0lFDU0dAyzt3FFUrj4H7P+zc9VslAQFrF/xPeXlUuo17oNPo47yKOsnzKP7N1k2cyh1GzVlyfxv0NFW58iRk6SnZ9CwYV3MzV89WveyxMXFc/LkOfr37/7W7jlnzmImTfq8xtfp6FTsXKSm3eXgsSsM6NWX5WtW0biuKyoqymho1FxaCCoiqnFx8UgkZUgkEjIyMpFKZURE3GXzjuP4NOxU2aGrqCCX6cObsnzFEloFvXpucXl5OevWbcHY2JCAAN+Xliv7h39UAeLjE+nbt2uNiqguXw7n4sVr1Knjh4eHS5WFv0QiYcOG7RQVFePoaEdgYC3U1J4uySaVSp9YpEskEo4ePU10dCz16wegqqpCWloGpqZGbNmyh2HD+qKiooKioviDqFOAihxsF48WDJ64pLKRjpz3G7lKgJynIpPJaNimH2GHNjHj21F073mL6+cOMWzqMsaNHcmt26Po070FDrYv/tDW0FCvthAlKKgBK1ZsIDr6Eba2/wqVS6UyPv9mEQf27KRJ+0F8+/sPz+wUYmxuh7G5Xc0m+j90DU1Je3QDqMipGzVmCCtWbpY7rJ8YBXk5HN66hJTHD4m+d51Zc2bRv2ezyuOlpaV4eLi8U2cVICUlDSMjg3dqw4uyY+8OurTvQpuOY1BVq3BOjx2/QNf2Darkt9YUZWUlHB2f/L5bWZlTKlNm9arVNGjdF6FQiIqaJr3HzuazsRM4cngTNpYvvt1eHSKRiJ49O3HlynXWrdvKkCF9nlv89v8pKirmxo0IxGIFUlLSSU1No0ePjjWu+K9VyxtDQ33Cw29z7txlAgL88PZ2Q0lJCbFYzMCBPcnMzCI8/DYrVqzH2NgIY2MDtLQq2nHn5eWjr6/H3bsPiIqKwczMBF1dHRwcbBGLFTh+PAxdXW2GDetb6Qw7OtoRFxePgoKI339fQ2FhER4ezvTu3eW9L0C6eO0Bo0ZNRCAUYmnv/q7NkfOakO+FfsKcO7KFaYMb0LxNJxxsTVi06EfOHNyIiqo6n/24ntNhV+jUZShS6dOj8C+KkpISHToEs3//EeLjkypfX7EuhBOhoUz5LYQWXUe+0bZ2edkZlT/gAPXruBNz7zrFhflv7J5y3i+KC/P55auOiGV5DBvSndDQXVWcVYArV26Qk5P3jiz8F5FIVKnS8b7TtIEnTVt35vLZUC6cPkqfz+dw6cIFZv7y1xu5n6OjHRO+6I+6hiar5oymqCAXAK/AFgQ07Uz9eq2pFdiV0NM3Xuk+qqoqNGwYiK6uNhkZmTW6Nj+/gI0bd5CcnEp6eiYikZAePTq+VFqJQCDAysqCjh2D6dWrM0lJKSxdupajR08RFRVLamo6qqqqNGvWkGHD+lGrlhdisQLJyans3n2Q27fvsm7dZlRVVRgzZgj+/r7o6GizceMO1q3bgpubE+3atXwiZcvCwozRowdjaKhH165tKS+XsmtXCFLp+/u5LCouZcSICfg17sTkxQfee+dazosj73T1CWNq5URS3H2i70eSWywkuFltlDWN+HPhD9QJ6kqD1n0J3bWK7EIBDQI9X/mLr6VV0UkrOjq2Mmoyd+E6XGu3xNGjzuuY0jMxMLVm7a/f0Ty4BYZ62lyJ1yY3O4eMtGSsHDy5FnaAezfOc2T7MsxsXVDXfLUtQDnvH7vXzsHQQIct62bh6WZLYUEe4eE3uX8/mqysbI4dO83581dITExGT08XExOjd/bAi4y8j4aG2hvt6PT/CQu7SP36L6f04V/bk3XrtvLtH4dw9q6Pk3d9lsyagJefPzZWrxbtrA6BQEC3rq3Zs+8Yl08fxNEzEGUVNRw9A2nWaRjKqlrMnjqejHwB7q52qKkqcz8qkcnTl/Ld9/NYsWo79o5O2Fo9X8tVIpFw5MhJXF2dXkjEv6SkhA0btuPkZEeLFo2xt7fB3t4G8Qto/D4PNTVVnJ0dcHV1Ij09g3v3ooiIuEtY2CVUVVUwNjbEwEAPS0tzHBxsyc3NRVtbk/j4JOrX96eoqJiCgkLU1dXQ19dDJBLSqtWT+a//qD2cOBFGYWExLVs2xc/Pk8OHT+Lt7f7SLYjfNBO/W0p6VgHdR85AQVx9lzE57yfyTldynolUKuXOtdP8MX0wSiqqzJo7h7T0LJYu/o0f15wlMy2J5TOHoa6uzs5tv2Nq/GpOXF5ePqtXb6R9+5ZYW1vSY8C3GNr4Ur9Vr9c0o2dzZNtSYiLPc+zACs7cF3PxxB4uXAjHt0FbFnxTtYnAt78fxszG+a3YJefNUlxUwMFNi7kQup2zZ/djbqJHeXk5S5euxcvLDQUFBbKycrCzsyI8/CaWlhZER8cik0FwcFP09d9+N7ejR0+hqCimUaOa55K/LC+bw/oP/YbNQCLQoOOgSQBcP3eInSt/JPzqQdRU30y3pty8Ir6cuICbN24xYd7OKsfSkuLY8ecM7t48j5GpJekpidRr2QOBQEh+bhYl+WkcO7D8qWOXlpZy69YdIiLukZ2dQ9++XdHV1XmuTRKJhN27D1JYWET//t3fyqInIyOTffuOkJ6egaqqKoaG+ujoaPP4cQIKCiJMTIxIS8tEJpOipaVJUVExQqEQOzsrPD2rduS6evUGFy9eo0GDANzcnMnLK0BTUx2BQMDixSsYPLh3tZJj75rrt2No26YHU5ccREf/3ab0yKk5z8thlacEfOIIhULcajVmyb4oRn2/mp9nzyc5OR0DYzMir53GwMSSSb/uI/rB7deSGqChoU6rVk0JDQ1j+fJ1KIhk3Lse9hpm8mIEdRpKanIScxZtpKGThNSEWJRVNTC3cab/uHmM+3kLvT+rqDLW1P0w8gflPJ9dq2aRlfyQ48d3YW6ih0wmY86cxTx+nEB2dk5lu+GYmDhycvLQ1taiT5+uuLk58fffOzh79iLl5eVvzd6iomKuXbuJnd2b03p9E0ybNIyww5tJT65oUuBdtxUmVk7M/HntG7unpoYK/Xq3p6ggj5CNv/JNbz+SHz8EwMDEkpHfr+KXTdfoOuIHflh1GnNbd45sX4ayqjoR1y+z5+AFHkQnVZt+ceHCVe7de0j9+gGMHTvkhZxVqNCV7dq1HXl5+eTmvp30Ej09XQYO7Mn48aPp1asTbm7OqKmpYm5uQmpqOlFRsRQUFODu7kzr1s3o0qUtnTq1fsJZBUhLy8DX1xMPD1eEQiFaWhoIBAKKioopLS1FUfH9i65KpTI+/3IGwT3Gyp3VjxR50ZUcoGJ7zcHdn6GTf2fVnDGM/mw0K1cswNWvESIFMaaWDvQZMIGpUz6nRZNX6y7j5GSPo6MdKSlpnLsSjUDw9tZNIgUxgycuYdkPQ1BTVeHU8RM07zYWFTVNApt3IzM1AT1Dc0ZPX42G1tuPqsl5/UhKizl/bDu3I85iqF+RIx0fn8SjR/H06dMFPT1dZDIpUqkMqVSKgYEeVlbmCAQCfH09sbOz4ciRE6xZs5ng4KaYmb35h6GKijIBAb6EhV2kZ89ni8u/TzjamdJ/yDA2LZnK2Jl/IRAI6DL0WxZN6Y2Pjws9OjZ8I/d1sDUlJSGGfRsWUC+oNTfOH8HY4t/WqGJFZRzc/Tl7eDN7/5qHSCTGrVYTdPWN+WHmAjJSEigtKcLO2RNnF2ecnexwdbbl2qWruHp4cjE8hsOnblFeLkUmlZKTk0diUirJyanIZFJ+Xzj5id0ngUCAnZ01Bw+G0qVL27e2hS4QCNDR0a7UZk1ISCIi4h5+fl6UlZUTHn4bDQ11VFRUkEql6OnpoKj479Z5RZrBQwYOrLrrlZOTy5Yte/Dz86py/vvC9z+tIS8vn8btBwIQffca0vJy7N1eXsdYzvuF3GGVUwUlFTWKCvMZ2LslW7fsJOzQJhq16ceEeTu5dGIXQweNYuWapa/stAoEAgwNDTh7+hQjv3u7LVLNrJ3oNWYWK1fMRt/IAnf/iu44uVlpTB1YFzsXXybM3/VWbZLz5kiKe4CWrmGlsyqTyQgPv4m5uSnW1hbP7egWH59IRkYmOTl5rFy5AU9PN9q0afbGH9oNGtRhwYKl5OcXoKKi/MH0kv9+4kB8d+zk0vFdBAR1xtDMhpbdRrF6zZY35rCam+rxzbTv+en7byktKanUZv0HmUzG/vXzuXJ6L/PmzWD+opWkxD8kqPNwgjoPByAvJ4NH92+QEHuP0FPX2LB+M+nJ8WjrGaKtb4yKqgYCoRChUISSihpaesZYONvzODqCVq0HcChk3RNOa8uWTdiyZTd37z7Ew8Pljcz9eSgrK6GgoEB6eib16weQkZHF2bOXKCkpBSAzM5t+/bpVKlJcvx5BrVpeTygiHDp0Ajc3J+rV83/rc3ge+w9f4q9VK/hmwR5EIgVuXQxl/aKvKS+X8MXsjVjay2WtPgbkDqucKmjrG2Pj7IOPXyu8/fw5sWc1OvomeAY0o26LHmho6zN08Gh+mf8zPTq/2sMn4m4cUpkUc1vX12T9i+Pq1whXv6pi2DmZKSirahB15xoJMXfl+asfAY+jIlj+4wj6D64QDi8pKSEkJJScnFysrc1fqNr5H6H4nj07UVJSwqVL4axevZFWrZrWWAy/JohEIry83Pnjj9Woq6vTtGl9nJ0d3tj9XhdKSmJWr1lM1859Mbawx8rRE/faTdm3fj7L1x5gcN9WiBVev/M9fkw3EuMfc2DvAcqkiigqqSApLUasqExU5GVi714j9NgWwk6dpleP9syftwQXnwaVkVgNLT3cazfFvXbN2rvWkXVl0+9TmTZzGat+n8LNmxFERNyrPJ6VlUNycuo7c1hv3IhAIBDg7e2OmppqpRZ2eXk5kZH3CQu7gJ6eDjk5uaioKBMVFUPr1s2fGCcnJ4cGDQLIycmtorbyLpFKZSz4Yzu/zpvHoK9/Rc/InKS4B6xbOJ7lK39n+OCRaOs9v6hOzoeB3GGVUwWxWIkR3/5J5LXTrJg1ChU1dTb8OpHB3yzG2bseHv5BDJ+6jEkTx3IzYgCzpg196Xs9jE3E2MzmvZEdsbBzp03vz9mxchbZGclyh/UDJzcrjT9mDOabyRMZNbgtOTl5bNmyCwsLM9q168r27ft5Rs1pJRoa6pSUlKKtXRGhbdeuJVFRsYSEhGJtbUGTJvXfWAesoKAGBAT4kZOTy/79RxAKhdXqkr5vBPg60LJNBzYumczkxQfQMzJn0Ne/snz5IrZs2c2BXb+jovx6I9QikZBFcyegq6PJr/MXoqQoQ11dg+KiIpSUlDh0YC1KYoiNfUy7di0pZwLzvu6KpZ0bVo7e+DfpiIllzRcEAoGAlt1GM/uzYFrGxeHrZceQgV1R+I9T/qK5r2+Cxo3rkZiYTFpaRhVd35Mnz3H5cjiBgbVQUFBg3botlJaWYmFhjoWF6RPjlJSUsnHjDgBGjRr0zOYEb4P7UYkMHz2NrMxMvvxpM2bWTshkMrYu+47hY8aSlJyOpb07mjryWoSPBbnDKqdaXH0bMn3FcZZM64+RsQkrfxrNvC0Vmob2brWZuHAv87/piq6uNuPHvFzryNycfJRVaybE/bKUFhcRF3WbjJTHJMU9RF1TGwWxIoZmtjh51UUkqvgqNGzdD0UlVexca70Vu+S8OY5sW0rjZq0YNbgtABERdzE3N8PR0Y6//95BWloGgYF+zx1HQ0OdvLyqWr12dtYMGdKbU6fOs2rV3zRv3ggnJ/unjPDyiEQitLQ0KC0tRU1NldWrN+Li4oiNjSVOTvYYGRlURn1v3ozE2dkBf3+fl+4s9ToxMTXC2tG78m+3Wo1x9q7Hku8GsPCP7Uz5qvcbue8Xo3uipUplJft/F8Tnz1/ByckeNzcn3Nyc6N65MWHnb3PyzCUWTuzBhHk7MDSreaGbnpE53y0L5cLR7fz113J0Da0YP7bbKzVNeF0IhUKUlZUpKyur8npsbBwikZDz56/g7+9LaWkpw4b1R0mp+oXE8OH9EIvF7Nixn/DwW/j7+zw3LSYnJ5cTJ86ira1JYGCt57bmfhGKikuZMWctG9asJKjjYIZ1HYVIoSI/uLgon4e3rzDpyCqC24+mTlC354wm50NC7rDKeSpaukZ0GzmDhRN70LzzsCrHtPWMGDtjHQsmdsPBzoL2rWqu3ZiSlomahvbrMrdaJKXF7Fs/n7OHt1CYn1P5ev2gNmhraxNyYifr5ifSZei36JtYIhYr0bBN3zdqk5y3Q+S10/y6eHbl3/HxiXh5uXHq1Dlq1fLCysoSTc3nO3aamhpPOKxQ0QyjRYvGuLg4cvBgKBER92jevNFrdRbz8ws4c+YCDx5EExhYi549O5KSkkZMTBxbtuzGzc2Z0NDT+Pp60LFjMHfuPGDVqr9xdnagTh2/yqjwu6Bls0DWrRyCkbktTToMRiAQIFIQ03HQZJb9MIQvRnZ5I1JXWlqauLg4snr1RmQyGQYGeujp6WJgoMf585cJDv63PbS5iR49OzeiZ+dGzLG0YNnMoQycsOilch61dA1p2WM0noHNWP3zZzx4GMufi795nVN7aWrV8uLEibN4e7sTn5hBnTqt0DMwwcPLjbYt/DlxIgw1NdVK6arq+MfZrFu3NgcOHKO0tJSmTRtUHs/OzuHmzUgyMrKQyWTk5eWTlZVN7drepKSk89tvqzAw0GPAgB41sj3k2BUszA34ZcE64h/H8yj6PqZWjkxcuAcDE6sq56qoaqCirsmu/ee4e/sq/b/5o4bvlJz3mQ/OYb0YuoPQXSv5euFuxOI3o+sn518cPerwy+br1TqWRua29P18LhO//o62LQ7VOJqQkZGFksqbiwQVFeSydv5X3LxwFCMzG7R0DbB3C+DMwb/Jy83F2saacePHYGyoy5dfTkWsqERWegredVvRecgUxIpvZptXzpvnWtgBigvz8POs2D7PzMwiISGZNm2aIxAI0NfXe+E2myoqFdGpCjmfJyNKFhamDB7ci3PnLrNmzSYaN66Lh4frK6W6SP6PvfOMj6Ls+vC1m91seie9kk56SIUAoffee+9SRAUVBUQfUREBRRAVBOlFeq+hk4QSEmoSShpJSO9ls7vvh0g00hISQHz3+sKPmbuc2Z3Mnjn3uf9HKiUi4iqRkVfx8GjE2LFDq9IOrK0tq0Thr127ga2tFb6+XlhYmGFhYUZwsB+XLkWxZs1mHBzsCApq/EZ0ZEMCG3H4yDYGD5lK0t3rDJvxXWXFJkcPhCoiHiSl4+b8anKA27ULpW3bFhQVFZOVlU1GRhYZGVmIRCKiom7g6ur0RJ+Z0/pz7twF9q5bxOTP1rz03GbWTrgHtCbs6B7k8g/+FVFWS0tzjhwPp1imSVFRMUUFuYz/9Bd+XTCRdm1CuH79FjY21jW6Zy0szJBIVDE0rNxgplAouH07nn37DpOVlcuQIb0RiURoaWlhYKCHhoY6AKmp6WzfvhepVFojxYSE5Ay+XLiGXVvWUVEhpU3PMQS1H0InYwssbF2eaWv7vhOZNHY87ftMQKL2ZtMWlNQvb53DKhCqUFZaDAoF21bOA6DPuLn/mjzI/yJaOs/Ov3IPaMXWlXPZtCOMwX1a1mrcXt1b06/PMDoNmvZSkday0mIS4qJJT76HWFVCcWE+ZtaOuPqEAHDz8mmiLx5FW9eQ1r3GEdiyJ6pq6oR2G0FCXDTZj1L43+cLkcsq8A0IQkdHm4/eH8GkaV/wzYwejJ61rJo0jpK3g8K8bNYueo/P/jeHuNg4KioqiIq6jp+fFzKZDA0NDfLyCjA3r9lmDIFAUJUW8PhH+p+IRCKaNw/G2dmBAweOcfNmLB06tKp1hFOhUHDrVhwnT57FwsKMESMGPHMMc3NTzM1NOXIkjKysbBo2rIw2aWpq0KJFEwIDG3P58jU2btyBlZUFwcF+mJoav9CGs2fDOXs2vFZ2P48eXUJY+fNGzhxYT/POQ4HKZWqp9NXq2goEArS0NNHS0qxSgggKasyaNZtRKBRP/GYUFJZw6/o1hkz7ps5zi8USxKoS7iemY2/7131WVFyGTCZHR1u9znO8iP1HI9m99wRxsXHk5WSTlpLAzTsJ5GU/ot+EeTi6B9C651g2bzuIm0MDJkwYUeOxPT0bcfr0BW7fjuf+/QR0dXWwtbWmYUNbMjOzCQ1t+kQfY2Mj7OysWb78NxJScrkcdRuJmhqBgX707NoCx4YW7D5wjjtxCZw5fY64m1F4BbVj/qrTVEjLMDR5vprHY0K7jSA3O502vcfV+HqUvB28dQ5rQMseBLSs1CXMyUzl6rlDnNj9Gxa2LvQYOQs3v5ZK5/U1IhAIaNt7AmvXbq21wxro64hvYAgXj/9B6x6ja9wvLSmeXb99xe2oc1g1dMbO3hGptDLHb/mqL1m66w5CoZDGzbvg26zzE/eDuY0T5jaVEZaOA6aQcv8mcdcjCQ/bxe+bTNm7bQnfLtvKwvd6oqNnRLNOQ2hVC/uUvFmy0pMQiUVcCb9A9OUIhEIhqqqqyGQyrl27AVDrqNfjtIBnOayPMTFpwPDh/YmIuMratVsIDvbHz88LofDFWsNFRcUcORJGZmY23bt3xNKyZnqvFhZmnD17ERcXx2rpCGpqEpo2DcDf35uoqBts374XY2MjgoP9n7qp5jEhIYEvXZ71WcQm5JH9KKXq/9YO7mzfdQJv99f7dxUbew8nJ/snngn5BSW0aD0Qd7+WuHiH1HmeToOmIRJL6NBxIEt/WIixkS4/r97JgV3bCG7ehm3rF9R5jhex9PvVqKjpEdxhGDr6DdA1MH5CUN/OxZfjO3+hfegodHRqvp/Ax8cDd3cXzp4N5/btOGJj76KmJqFPn66sWrUBb2931NXVEIvFVfe+iooK7l7eLP1pB/fj7tBj5IcoFHJWLf+EwwcP4+Pnx4WzZ3F0D6Jxy76M+vBnVNVq79irqIjoPXp2rfsp+ffz1jmsf2fc7JXIZDIun97Dtl8+58e5I/nfmgsYGD/7YaykfqmQlrNrzVf0Hzrypfp36tiKn1b8RmiXYVWJ8y9i5+ov8fJ0Yefmhejr/lUe8KvFm7kSaV3NOXjRy4tQKMTK3h0re3ecPINYPnckP32/lHZdenL16gm27DjJnFkfcHDzMkI6DqR930moabz5DS1Kno2xhR36DSyQigz4eXn9/HBpa2vVuGKRUCgkKKgxzs72HDx4nPj4ewwc2Ou592Js7F0OHz6Ju7sLXbu2QySq+aPZzc2Z2Ni7nDkTTseOrZ6YR1VVlYAAH3x9PYiJucX+/UfQ1taiSRN/bG1rtgxcVzIyMrFy+mszU/cRH7LwvZ60ax1E8+AnKy29Ku7ciX9CR3Tv4QhW/rIBAxNr+k/6ot7matd3Atp6hsya+RmFBbn4t+jGkGlfs3vt1/U2x7PILyghLSWZToP74RnY5pnt7F0boyrRIL+s9ooNOTl5REZG0bt3F6ysLBAKK1ciGjf2YvXqTVX5w0OH9kUgEHAh8g79+40gpP0Ahn2wvCrlKj83k+TYCA7s3Ma0BZuwtHsz8l9K/v281Q4rVL61BbTsibt/K3au/orZI4Jp33ci3YZ9gPAtEdp+m6mokFJSVEBo85erJjJ8YFu2bNnFpmUfM2T6whr1efTwAUMXvFfNWb0Vl8yyxYuYtWTPS9kBYGnnyhdrzvPhEH92bV6Dmpoq6urqTJs5m2vR1zm05Ud09BtgYedK8t2bGBhbIJdXkP3oYaVWbXBbZV71vwB1TR3eW7idOaOaczN2GI2caraU+DyephTwIvT19Rg4sBfr129n9+5D+Pl5Y2FhWs1BLCkp5dixUzx8mEaPHp2eG/l8HgEBPmzfvpf27UOfWWBAJBLh4+OBl5cbN2/GcuzYGcRiEX5+3iQmJr/S0rOmpqYIhX/93Bib29Jv/DwGDxhF974D+P6b6a8017O4uIQ7d+LJysrGxsay6nh+QQkTxkwkpONgOncdXu/Oe3DbvgS3/WunemlxIWu+fbde5/g70goZ67ceZ+ni5ZjbueIZ9KSe6t8Rqqgwad5qFn84AF09XQb1aY2RwbMjrVKplIKCQi5evEx8/H1KSkqRyWTV8sGbNQuiWbMg5HI5P/20lsTEZKRyEYMHjaXv+Ln4t+hW1Tb7UQpFBblERZxFRUVE/PVwpcOq5Jm89Q7rYzS0dMnNTKH34FHs2bYaIzMbQjoMfHFHJXVCTV2TfhPmMXfOAgJ812BmUju9QVWxiD82LcancXuS7918YRGB7Ecp5Odk4uxgWe34voPnaGBu+8Su0dqikMsws3bAM6gNhRVa5OVIuZeUiKa+DaNnLcMzuC3TejgD0Mg7iEepKfgEBBEbdZJfv5pMu74Tadyss7KyyhtG/U+5NFVx/TzidHS0SUt7VOt+AoGAvn27ERV1nZ0799OpUxtsbCxJTn7InTt3iY29i7OzAyNHDqxT5ayUlDRcXBxrVA1LKBTi7u5SFZk9ePAEKSmpDBvW76mbkeoDNzcnjodFVjvmH9odV59mLJ09iNmfa7Fg7thn9H45iotLiI29y+3b8Tx8mEbDhjb0lCh/DwAAIABJREFU6tW52mcUdf0eugYm9Bz5Yb3O/SwUKOAVRbRPno1h0qT3UdfQpn3/KXgFt69RKoqZtSPjZ//E/I8GEnayMzs2PT1woFAoWLduG2VlZdjaWjNhwnBu3ozlwoVICgsLadr0rzSSiooKNm/eiZqaBFVVVabP+JagNn2qOaupiXEs/XgQTUNb879vvuLS5RiO7PiF0K4j6vxZKPlv8p9xWAHsXBrzx/rvcPUJwdG9fnOwlDyb0K4jyM1Mwz+gPQOGjuDzT8bUShRcV0eDUePGs27JB/QaPRs7F19UJX/t0JfL5aQlxXPrymmO/rGSYWPHP7FpQSZXYNCg7jXeVURi3v1qy1PPFebngFzBws1RfD29KwMG9kFbtYRWrZphbW3Bhcg7DB82kSPbVtB9+Ae06zNRGeV/g7j5NSP+XhoOdnW/L7S1tYiLu/dSfdXUJAQFNSYnJ5cdO/aRmZmNiYkxwcF+DB7cu15E5R89ysDKyqJWfQQCAc7ODhga6rNly+5XWompd7cWLF24EFmFtFrqj5auAaNnLWPJRwOYP3vUS1XAKioqJjc3j9zcfHJz88jLyyc+/h4VFXIaNrTB29uN3r07P7Ez/dT5G/xvwTIy05PqfH01RSRWRS6roKi4rF4lvc5H3mb40HH0nzgf35BOtY4U27v5M+HTX9i2ci55+cXo6jy5u74yCi9nwoQRVeO7ujqSl5dPQkJyNYe1uLiE3Nx8jI2NALh2KZxxs6unjd28fIomLVqzYdV88vKLmfPRJ0z5Yn1tL13J/yP+Uw5r615jsXPxxdW32YsbK6k3BAIBPUd9RNMOA9my/FN69r/B5/Om09jLocbLfB+/N5ii4hL2rfuGlIR4ug17n4yHD0iIvUZa8j3UNbVpHNiEX1Yto22oT1W/vLwC+g6eQeS5MEbPWlan6ygvK+XHOcPJzU7HyMQSJ88mtOgyrCpndeYgXxR/K+U5Z9b7TJk6DvP4dN79cCmGRoY4uLghEArZu34xZtZOyOUytv/yOSoqIvSNTBk05StMLBvWyU4lNUOAkNj4B3Ro7fPixi+gMoe1dikB/6Rt2xaEhjbl7Nlw9PR08Pevu12PSU/PoHFjr5fqq6KigorKiyNxdcHe1hQbBxfWLppBv4nzqymPmFo5YGRixfJVe5g2vmeNx3z4MI2zZ8NJTk7FwEAPPT1d9PV1sbAwq0pv6Nq1/VP7XrwUy+ABI+g0cBqt+0yr28XVArFYgrmNE2cu3KBDa996GTPyahyDBoym/8T5NG7W+aXHcfdvyeXTe3jnvYWs+2VutXOpqens3n2Ili1DqjnDEokEoVBY9ZkLBAIePcokMTGFDh1akZeXz9atu+nWqyfbfv6MGd9sqyrSoqGtx9mD4bwz4xtOngjDK7gtNo51X5mqkJbzwydDyc/NwNWnGYX52Yz84HvlZuz/AK/2KfWakahpKJ3VN4ixuS0T5vyClqEVAwaMxcG5Be26TiQ5NeuFfYVCAQvmjiXy3FbWbfyNW5FHsbfSZ/78Dzh3/gBxt06wec0XmBqqceRIGEeOhLFt2x6WLPmJ7KzK8T0CW79gludTXlrM/TtXEQBF+VnsWvM165Z8UHW+04ApSNQ0MDSujGTZOHrww/c/0793f1LTMklOzcHRpw3NOw+j08ApeAS2IS0pnuxHKWSkJhAbE05G6oM62aik5qhr6ZKdnffihjXgZXJY/4lIJEJdXa3efzhlMhk5Obk0aPByWqsCgQBFTWrU1pGDu3/GSF+dLya1q5Qm/Bt9J8xn0VffEHk1DoDy8vLn2pSRkcW2bXtwdGzI1KljGDFiAD16dKRFiyZ4ebnRtm0o9+4lkJtb/fuPun6fHv3fZ8LEmQS17k2rHqOwcfKs/4t9DvaN/Dl19nK9jLVlx2l69xxKr9Gz6+SsPqbv+Hkc2fsHefnVvx9tbS3kcvkzS7ampj5ixYo1rFixhk2bdpKZmcWRI2GIRCLat2+Js60+mpoaHNiwpKpfQMsedB32Pmk5MroNn8WQaTXbw/AiblwKA4WUn35ahLQog8iwl9/XoOTfxX8qwqrkzSNWVaPP2Dn0HvMpGakJXDi6lSbBnRkzaRLTJvR56lLTP2nd3IvWR3974nhKSir79x/Fz88bPT0dCgoK0dPTw9jUAv9W/eosEq2la8C3W6IJP/4H6Sl3ad9/arXa4l2GzKDLkBnV+oTt+Y30h/fpP2H+06+l51i8m3RAVaKGWFVNWdf6NZKbmYq1df2U2FVXV0Mmk1FWVlYv5SXrk7KyckQiUa2UBf6OQCBELn+1Dmt6egYREVcI9LYmNdWFU/t+p12fCVXnbRw96DX6Y3p0G0jYqd0c2n8QiUTypzMtR0dHG0NDA8RiETY2loSFnSc0tCleXk9XGFBTk+Dt7c7Fi5fp0KEVOXlFKORypr77GUYWznQeUpk/+yawdfHh6oV9dRojO6eAKe8v5MLpMMZ9shIHt5fb9PpPNLR0sbRz5syF63Rp/5eagpaWJv7+Puzff5T+/XtUu9d0dLRJT39Er16dUVUVIxaL0dXVITs7hw0b/qBfv+5YW1swelhX5s77Fhff5ji6B6CiIsI3pDO+IXV3tP/Oraun6dCpAy2auGFv9ymBAWfJz3mEroFJvc6j5PXzn4qwKvn3IBAIMDa3pfvwmUz7ciMnwsJp5NacoWPmsXLNfh6mZdd6zPLycgD09HTw8/OmUSNnrK0tKCosREvn+fqYNUVVokazToPpM3YOPk07vrBwQGi3kc90Vh+PZ2btiKGJldJZfY3k52RwJyackCAPMjOziI+/T1FR8Ys7PgOBQICOTt2jrADFxcX1GmWtaeWgZyEQ8EojrAqFgi1bdmFiYszQoX356ssPObbjFyqk5dXaBbXujXdwO2bM/AZ1dXXatm1O9+4d6N27Cz4+Hujp6QCwe/chzMxM8PR8/gbNRm6urN98gJETv8DDsyUuLsEUF5XQod8kPAJaIxK//Ca3umDn7M2dG1F1GmP6rMU8TMvm0xVH6s1ZfUxRQT56en9J912KiiMgpD95JULU1dU5cuRUtfYBAT4MHtwHc3PTPyvIVX5PBgb6WFiYkZOTS5s2zSktLuCdaZNZ8+10cjJT69Xmv1NckIuZaWXurKWZIdYNnUmMu/7K5lPy+lA6rEpeORZ2Lkz49BdmLzuIipYFm7cdxN+/HWPe+YqTZ2OQVlTmm0krZKzdfIx33l/Mwu+3kvzwr1QCuVyOXK6gWbNAjh07TWpqOmVlZVy8fIf42zHYN/orklZeWkJmWiJFBbmUFOW/9utV8ubJTE9CQ1OLPTt3sXnzLi5dusaqVRs4c+YihYVFLzWmtrYWDx+m1cmuO3fiSUlJrbfd+FlZ2Wzfvhd7e9uXHkMoFCL/W252fZOfX4hAICAgwAcDA30CfR0xMbciLubJalp9J3xG+JkTmJmbYWdng7GxEYaGBjg7O+Dv70NoaFOmTRtHhw5P6s3+nQdJj/AL6ETs3VTKhXrMWrybJTtu8/6inW/8xdHQxIoKqZS7D2p3LxWXlHHg2CV6DvyAE4f20r7vJNQ1derVtqz0JIoKcwn2c6FcWsEnX6yiR/fBGJjY8tln39KpUxsePEgkKelhjcbT0dHm3r0EVFVV6dq1PaoU07FzZxZM6UzEyV31ajvAhaPbiDy1FwP9P19uDl7kQdxNHD2D6n0uJa8fZUqAkteGgbEFHfpPBiqrlJ3cvZp33vmQwvxsfANDuBkdhaaOHo0atyT2xEWWfruQ4WPH8/ns0Vy9GsOlS1E0aGCEk5M9mpqVy//r126guDCP+RPbIFQRYWrZkEcpD6ioKEdaVoaKWIyzZxAD31mAnqFySej/C6kJsZiYWzF58ihUVcWoqKiQlZVNePhVNm/exdChfZBIJJSWlqGqKq5y2h4+TEcur3yBehx1fPyvQCCguLi01rYoFArKysopKCjkypVoQkKCqu7funD/fgJ79hyuytt8GW7ejCUxMfmVRlgTEhKxtKye+9ipSyf2rl+ElYN7tQ1YYlUJChS4ez57882LotNyuYKlP27GrXELhs34rm7GvwIEAgGuPiH8+PMffPfl5Br1ibmZQLu2PTE0NieoTV8++/Wzlypn/SKk5WWIVdXw9O2MAgV6RubM/G4XRiZWfDDQh7SMPNTUJEil0hqN16xZIBs37uDcuQhCQgLp27cbW7fu5udfv2fihBlo6RrQyLd5vdmfmliZA93Y24mwc9eZMuldRs5cipq65gt6KnkbUDqsSt4I+kZm9Bo9m16jZ5OWfJe46IsEtBuBrbN31Q9SVnoSP/9vAsnJqbjZ6zNkSJ9q9d/t7W35cNYUomLiGDioD8ZGeiSnZmJjZYyrY6VYfGFRKfMWrGLemFB6jJxFaLcRb+JylbxG8rLT2fP7Qlav+Ql19b/k0QwNDejYsRWHDp1g165DNGniz4YN29HR0cbAQI/ExGQ0NTWrlp4f34eP/xWJRDRq9OzIaF5ePnFx96rGKCws4vjx0+TlFSAWi9HS0sTExIiGDeumFfyYixcv07Zt6HNteh6ZmVkcPRpGQIAvzZq9ugjU3bsJODjYApCTk4ueni5zZg4jIyOLBVM7M3T6Qly8K2vP5+dkUFFehram2nNGfBK5XMH5yFvs2hfGwT17EQhVGDTl1Zc/fVl6jPqIBVM7069XW4L8Xvz9rVy9g5AOA+g95pNXapeplQNf/HaOpLs3KCspxNEjqOr+N7W0Y8eOw2ipK7Czs67ReBKJhC5d2rF9+x5CQgIxMzPB1dUJLQ0BP/z4HZMnTueLNefqreCKoakVrTr1wt7WlE3bjuLTpP1zK30pebtQOqxK3jimlvaYWto/cdzQxIrpCzaxbM4IYq4WM2bssGrnIyKuoqOtxi8r5lcJZHu62VadP3r0FLdvx+FkrYVvQABXzu5XOqz/cTLTEvl0VDO69x9O6+ZPyjwJBALatQtlx479rF+/jWbNgnB0bEhubh4dO7ZGW1urRmLrf6e4uIQjR8J48CARJyd7cnLiuXw5Gnd3Z5o3b4KLi0Otx3wRRUXFpKVl0KeP3YsbP4MzZ8IJCvIjMLB+5JWeRVJSMp6ejcjMzOLXXzfg6NiQ8vJyBvRogp2NMcsXvUvjZl3oOeojtHT00dTWI+xcDL26NKnR+EtX7mTJwkWoqmng4d+KAe8swMHN/18tY2TQwJzuw2cy+Z2PiDy//YXyf4WFRega1L1iW00QCoVPlZcysXQg5mYsIwe/WOe1vLycnJw8hEIh+fkFSCQSHj3KJDU1nYoKGSoqKnRp78ucBqYkxEbXWx6ud3A75q76En39HfQePJKC3EzkcjkV0vJq2t5K3k6UDquSfzXqmjpM/d96Vn8zhTYdRjBi1FDMzRpgrK/KyZNnEYvFnDlzEXNzUxwc7FAoFMTG3uXevQSio2/SqVNrjI0bkFmowrHjF9705Sh5xRg0sKBt7/FEXz2PXK5AIIC0tEfo6elWLf2rqKjQtm0Lbty4TZMm/giFQkxMXi6vMTU1nSNHwmjQwJCJE0dUKQjk5xfQpUv7KuH0f1JWVkZBQSFisWq1spY1paioGIGgMqprZFR7OSuFQsGdO/Evrd1aGyoqZGzdugehUIC/vw8aGupoaWmSmZmFo40Ro0b0Zd+hc6xZ9C4j3l9Cqx6j2Xfg5HMd1ktRcRw8coHo6JvERF1l0rzVWNm7v/JrqU+ath/AgU3fE3X9Hr6eT76w/x1XFwfOht94TZY9HUePIG5fOsy1azewtDR/6kpBYWERmzbtJC8vDz09PeRyOQkJSZibm7Jr10E0NdW5eTOW/v27A9A4IIC4mIv15rDqGpgwcub3/DR/DAEBPhzeu4sZfdwQCFUIbNWDVt1HY2zx8i95St4sSodVyb8eiZoGEz79lciw3ew9cJTcrHRSHtyhfZceNAl2JyEhmT92HqV//+5ER10lL68Aa2sLxo8fhr5+ZZ7Xnl376TDg9QmEK3kzCFVU6DHyQ758pwMzZn5FIycLsrNzq843aeJP8+bBf6YB6JOdnVNrh08mk3H9+m0UCgVhYedo2TIEDw/XalHUxo292b//KIMH936i5OqRI2FER99ER0eLkpJSGjQwJCQkCCsrczIzszE01K8aq6ysjLKycjIystDU1MDEpAFJSSlcuRKDlZU5ly5dIyQkEC2t2uXoZWfnIBaLMTSse5Wt51FRUYFcruC99yYglysQi0VPlI9t3jwITQ01Nmw9zMbvP6RN7/Es+WgAMLuqTWZ2AafORZOVncf5C1c4fmgvXoFt0DW0YNaSefW++eh1IBAIcPII5OSZqy90WB0drNm168BrsuzpuPo0Y/svnzP/04kcPRpG77692LjtGHKFgiH92mKor8WePYdwdranWbO/UglKS8u4du0GxcXFtGwZwvHjZ8jIqFSJCW0ewI8r1tFxwJR6s1MkFqOprcfnn86juKgAKzsnPH18KSst5fOJ7Vi687ayAuFbitJhVfJWIBAICGjZg4CWPQBIiI3m+qWTLF3yM1mPUigtLmDd2vW8994kpk4dg45O9ahVZvpD5Zv1/xOEQiFCFRE5OdlkZ2tiaWlGbm4+paWlmJmZVLUJCQlky5bdjB8/rFYappGRUdy6FYuOjja9enXG2tryiTb+/t7cu5fApUvX8PPzqnJaS0vLiIm5xZQpo5FIJFRUVHDnzl127tyPRKJKWVk5Eokq3t4eqKlJOHPmIgD6+roUF5dQUSFDLpdjY2NJfHwiFRUyFAoFHTvWrmhGdnYueno69bL563ncvh2PpaXZE0773zEw0GfMmEEIhELWbtjH/o1LKMjLpqCwFLlczuGTl5n94Rz0DE3R0W+AhV0jZi3ejZFpzfIo/81YOXgQdfU60Oe57fT1tCkqrJ8iGC+LnpEpTdr1ZeGSDQR4WbB150l+WPIDxYV5NLS1oG0LLx4+TGPAgJ7VUgbU1CTV0k4MDPRIS3sEgL2dJblZ6fVq58MHdygrK0FH14geI2eRGBfD3m3rsXV0p6KinAdx12jo8mrTYJS8GpQOq5K3EhsnT2ycPOk8aBpFBblcjzjBmkXvYmbj9ISzKpcrEIlEFORm1euPnLS8lGM7f8Xa3h03v1DkcjkCgeBfnTv3/4UGZtYIBOI/o6i5qKiooKGhzsaNf2BjY4WdnTVSaQW5uXmkpT3CwsIMgHv3Ev7Uknz6Mr1MJiM29i7BwX64uDg+tQ1UvmB5ebkREXGF8+cj8fPzwtfXk0uXonB1dapKHRCJRLi5OWNjY0lxcQkNGhiSmppOVNR1ysrK6dGjU1V1IYVCwaNHmWhra6GmJiEt7RFnzlxEQ0P9hTJP/+T69dtkZGRRUlJabWPay1JcXEJ5eTl6erpVxwoKCrlw4RLNmwehUECpFNSf4bfq6GjTt09nkpJSOH0+GoVcjpt7KFJpOSoqKvQe8wnBbfvW2c5/Gw5uAfzy5SqKS8rQUH/2xqO9B05h4/jq0zdehI2jN7ciD6Curs7DlDTc/FoQHX6CcSPHYWJhg493I3Jy8p4ZuVcoFGRl5aCtXanz+igzB23d+tHQfkyrHqO5eu4AaYl3UVPXYuA7/6Pv+LnsW/8dD+Kus+bbd9HTb0CrnmPwbtKhXudW8mpROqxK3no0tfUIbN0LfWNz5s+djLauAbZuIVgbyjHVU3A7PpmiwnzMbZ3rbc6s9CTWLZmJkAr2/P4tn/0Sxq8LJuEb0okO/d+pt3mUvByeQe3YsepLpk0ZhkNDSxQKBSkpqWzevIuWLZsSH/8AFRUhRUXFrFu3DScn+6rUAalUypgxg5+ICsrlcvbvP4qamgRHx4YvtMHV1RFXV0cOHjzOrl0HuXbtBqWlZfTu3eWJtlpamlXL+ubmptXUMB4jEAiq5dr2798DmUzG/ftJpKamP7XPs+jUqTVSqZT79xNfWmXgMSdPniU8/AoAw4f3x8zMhPLycjZs2I6HhytOTvbcSBZyM0WF1m4VGGo/XUIrJSUNJ0c79BpYsvh2DO9/+weaf27CehEyWQXXI06wf+NiWnQZTtP2A+p0Ta8LG0cPLGxdWfDdBj6fPeqZ7XZu3cyUL9a/RsueTmlJISpCFby83Jj7xUocfFozd+VsZBVS7t64xNaVc/lx1R7mzBxerZ9cLicu7h7h4VcoKSmhe/eOAGRm5aKpU7/yXCoqIsZ9vJJ1S2dSUVFOXEw4jh6B9Bj5IYGte/PLgono6mqzfuksPALboKKidIPeFpTflJL/DE4eQYz+8Efmz5vH7B/2c/+RiKZOFYRfuoW+kVmdSrdWSMtJiL1G0r0bFBfmc2L3atw8fbgVE4WZlQOx0RdIunuDrPQkYqMv0KTdAPxadK3Hq1NSGwJb9eJG5EkGDp7K6LGjsTJRJSUljeBgP2xsrLCxqdxx3bRpADKZnBs3buPh4YqjY0N27TrI7t2H6Nu3W7UxHz3KJDk5lbFjhzyRh/kYhUKBTCZDJBKhUCjYvHknjx5lMmPGBLS0NFmy5GfE4vp57KqoqCAUqmBpaVbrYggSiQQzMxMiIq7g6upYp1UBhUKBoaEBJSUlVU53RMRVzM1Nado0EABLAwX5JXK01Z+t93r2bDiDB/fB1bVys5WahtZTnVWFQkFGagJ3os4RF3ORooIc7t66grGpFTp6ejx8cPulr+VN0HP0xyz6oA+9uoXi4/H0F6GiwjyMTF6PSsDz8AhozY5V/yMq1Jtb168yYNqSqueqR2BrtHQN+HXBJD6YOhB1tb9e+E6cOEtc3F1atgzByckeoVDI/cR0VixfhbNPi3qxrSAviztR5/Fr0RU9I1OmfP47Hw0NJDcrDRWRmL7j5qDfwJzM1ERSE+LQNTAmMS4GOxefeplfyatH6bAq+U/h5BFEm15j+XHeaCZ+uoI9By5y83IEUmkZcrn8peSFbkedY/XXUygvK8HNJxBDQyN++mkR0VFRRJw9QUFeNpdO/sGsuZ/TukVjbt5+wOfz/kdhfhaBrXtTUphPQW4W5rZOiFXVUCgUJMReozA/h7LSYiqkZaQmxqOuoc3DBzfpPXbOG6/G819g+PuLuXfzMr8unYmxqSn7dq5AV0erWpvHUVQ/P++qY4aG+pw/H4lCoajmyMXE3MLZ2aFaGdTNm3eSl5ePTCb/01FVISkpBQ0NDYqKinF1dWTq1LFV43h4uJKfX1DnayssLGLjxj9wdXUiJaX2ZS5jY+9y7doN4uLu0rNnp6pymi+DUCjE0FCfzEw5JSWllJaWERV1vZrDr6epoImT7Lnj6OrqsHr1BkaOHETsg2y2rfyMkTO/R1peyt0bkTx6+ICsR8lcDz9GWWkxzm7eNHKyQVPDlu0bF2Fmos/oyV8i0DB/7jz/Nkwt7WnZdQTffPcbm377/E2b81zKy0oRCIWcPX8FRzd/dA2Mq523c/HBsqEr02Yu5uv5kyktKeLq1RiSk1MpKirBwcEOmVzB4hXb+eG772jRZRjt+9XPitT+DYu5dGovjZt3qfp7c/cPRUtNwamjB9i7bhFFBX9twCwqyCUzLVHpsL5FKB1WJf853PxCWbtoBv4WqWg5OuNmLeTUqQucP7KFkA4DazWWXC7nly8nsmzlD/TsFAxU5uv9/PPvDBnSm4XffA/AxdMbq/r4+ziiqanO2OEj2bXmGzQ0dZCoqyNWVaPTwGlkpiXxx69f4BXQnAqplBtXq8ttteo5Tumw1gMqKiIcPQL5ZPlhvp7ejSMnr9K3e7Oq8+Xl5ZSUlKKmJqnKKQVwc3Pm9OmL7N17BFdXR65cieH+/QR0dXXQ0FBHKpUiFotRKBQ8eJDEmDGDEYvFCAQCysrKSUxMJiLiKnK5nPbtq+eWisViysrK63xtV65EY2VlQZMm/kRFXScy8iqOjg1rFCl98CCRw4dP0qNHJ+7ciefgweP06dMVkUhEZORV7t1LxM3NGXd3lyf6SqVSrl27UZW2EB19g9jYewwa1IuYmFv88cdepFIpwcH+z5T0ehajRw8iMTGZLVt289HH79K150Q+GdGE4qJ87JzccHBwpKGFKeOWfU3rZl4IhQLOn49EKpViZlKZM3kjOoaQzo1rNe+/gSbt+vP5pLbkF3yMjrZ61XGZTM60WUuRSaUIXqDV+jpIuhuDsakFDx6k0LzrmKe2GTztG379ciLOzsGYWljx5Rcf0L59KFpamtxLeES/ARNRVdNiwpxV2DrVT15uyv3bnNq3DqFQhfKykqqor0Kh4NCuLaioiJDJKgBo3Lwrl0/vpe+4ufiHdq+X+ZW8HpQOq5L/HGrqmmjrGRHo1xKAe/evsnr1Evr0HoZCoaBZx0HV2udmpZOaGIedszdqGtUjcOnJ8Whq61Y5qwDp6Y8wNjZiw/ZTmNs4UZCXzfHT16oJ1ffpFkKfnLiq/8vlChYt28bhw1uokErZvns7rZt7IZcraN9tItGXL1BeWoy5jTOGxhav4mP5f4tYVY2OA6fx7pQZPMqcw+TRXQkPv0J4+GVEIhEVFRUMHz6gaqOVoaEBIpEKOTm5REVdx9BQH11dbcRiMQ8fprF37xEqKiooKipGKBQgEomqRSiNjAy4fPkaoaFN2bZtD6NHD0ZdXY3y8nKSkx/i7f1yZVQfo1AouHUrloAAX779djkqKirI5TJycnIxMHi+TFV5eTkHDx6nU6c2WFmZY2Fhyu+/b+XBgyTEYhGXL1/D39+HEyfOoKoqRi6Xo6GhjpWVBWVl5Rw4cIyiomLOn4/E3t6W+Pj7DBrUGy0tTYKD/XjwIJFr127g5+dd6zQDgUCAtbUldnbWXI+5zqljv3MnPgUrywbo675YtivuXiopiffwDelUq3n/DegZmWLj4MH2PacZNbh91fEfft7FmVOn6Tn6Y07uWUObXuPqvQhFbVDX0KGosICczHTeCWr71DY6ekbM+GYbsgop23/9go8//Y7oy3uJv59K127DaNZpCK1i0UBEAAAgAElEQVR7jq23zanZGQ/5YnLlZ/bewm3VUr/6T5yPUCAkLyuJhLt3sLJ3o03PsWhoapOblUZpceETz3wl/16UDquS/xxiVTXm/HSMHb9+wYPYa3h4tWLm7I+ZPHkUm7ZtojA/m+adhiKrKOf0/vWcObiBooJcZBVSbBw96TdhHg1dG5OWFM+yOSNo6Fg90nT9+m00NTXwdLemvLwUgUCAocHzl1SFQgEfTO3HB1P7PXH8wK4fuZ+QzpETl1i4YAFJd2/g6tvsGSMpeRkaN+uMmbUj33w8EIlIQVFuGv3798DU1JgzZy5y7lwEnTr9JQ3l7OyApaUZ/v7VlwtLS8uIiLiClpYmRkaGbN26i8TElGq74wWCSifW0bEh9+8nkpSUgoODHXv2HMbOzroqf/ZliYm5iZqaGkKhEH19Pfr37/7MJX2pVEpS0kNUVIQUFBRx4cIlbG2tsbe3BSqX80tKStDW1uLKlWh8fb1o3NgLQ0N9Dh48joGBAcXFxWRlZSOXK7C1taJ37y7IZDJu3ozF29udBg3+0rEVCATY2dm8tDMiEAjo3Lktv/++BYFAgK+vJzo6z3ZWMzOzqnR09x+5gLNX8FursekT0plduw5XOawZWfl8+dlcAlr2ICk+mltXzpIQe40xHy1/Y0ok929fISS0NXu2bWD3mq9p13fiE2kBj1ERiTE0tkTo0oh9hyOY+s57tOoxmja9xtWbPUl3r/PllM4AvPv1Fhq6Vo+ui1XVEKtKyM/NpUIqZfiMxWjq6FOYn82Kz0Zz4ehWZnyzjQZm9VMuWcmrRWXevHnPPPnZZ5/N6zL43ddnjRIl9YSqRB2v4Pa06DIMOxdfFswaS9fOrTExMWXDz0s4uXs1Zw5uwM7WEg1NPbIz09A3MqPvwH6s/HY2ORlp7Fy9gMnTp/L9wvdQUfkrqvFYS7N5U2/Sc2R4+fgwbEC7l7ZVRSjE0ECbgMbOPMws5/SxA2jrNaCB2duvM/lvQlvPEFMrB1Ys+oKvF3xUJWUlFAq5fDkKCwszxGJx1Yap69dv4elZPRoqEomwsbHCzMwEXV0dKipklJWVY2NTXYs1Pv4+urqVOqdpaY+QSCRcv36bvn271SlCJpVKOX78DH5+3ri7u1BYWMihQycwNzd9qtMaHn6FAweOkZeXT1ZWDs2aBT4R/bx+/TYxMbdISUmlTZvmqKuroaeni7+/D+7uLnh7u+Pt7U5AgA/e3u6oqoqRSFSxtDR7QkJOJBJRVFRcJ+UBsViMk5M9d+8+4OjR0yQkJKFQVGrR/n2zW0zMLW7fjqNjx9aIRCLeff8LAlr2qVc1kNeJfgNzNq2Yj6evP7o6WvgHdMDawZ3gNv04vvNX9h/awpZN25HLFdg4er4RG/f8vpDRI/vTul1brl6KJOleLI0aP3vTVGF+Doe2r+LA/sMMe/dbAlv3rjdb8nMymDsmFIApn/+Oi3fIU9u5+DQjIfY6hmbWOHsGc/SPlexe+w2Ng1tgY+dAabnsqaVolbx+VIQC9qxbzLx58z572nllhFXJfx4rezdsHD2YNWs+YlUJrTr2onPnNgT5u9C50yD0G5gxf9VZDm35gaVffc4Pyxdz/GQES5YtqpYK8Bgvr0on5vTpCyxbOL1ebR3UrwMPHiSw9tvpWNq70W/8PGXBg3qkUeMWFObnoKX99yV8fS5cuERaWgYeHq707NmJc+ciMDN7euTo7xgY6BMbe/eJ405O9kRF3cDe3gYVFRUyMjKxsjJ/prpATdm16yDa2lo4OVXmq4aGNkVPT5eIiKvVChg8drgjI6/Sp09XHByefQ/169edbdv2UFxcTE5OXlV1uMcIBIIaFRg4ePA40dE3adOm+ctf4J/o6GjTqVMb2rZtQVzcfW7cuM2xY6dxcLDF3t6OnJwcLl+OZuDAXkgkEs5F3CI9JQmfpm+vrqaOnhEjP1jK6BETcfX0xcU7hBHvLyHp7nU0dXTxcLHhh+//x4D+Iwhs3RtVSd31c2tL/I1LTBg9jvMXjxLk34gWzbvQfeQsxOKna8h6BLSmQ/938G3aET2jmsuu1YRT+34H4Kv1kc+M8gKcO7SZ21Fn0NbVY87YFugbmrLvwFa83e2Y++VvRN9+u1Ql/j/z5pJhlCh5TaipazJryV4mzl3F6A9/RKJrwYzJE+nXfwI5mamEdByMprYuXsHtMTK1pKQwl45tGj/VWX2MkZFBraWEaoKDrTEhfvZs3byc5s0C+G5WP9KSn3SIlLwcKioiPANa8+6HS5DLFcjlcvbuPULfvt34+ONp3L17n927D5KYmEzTpgEvHO/OnfgqYf+/I5PJ0NHRQi5XoKIi/DPP9NmSTjUhNzeP5ORUunRpW60yl5ubM/Hx9zl7Npy1a7dw5EgYP//8OxcuXGLIkD7PdVYBNDU1GDFiAH36dGXPnkNkZGTV2rbCwiKio29iaWmGk9Pzy4zWBrFYTKNGTvTt241x44ZWSXFt3LiTzp3bVqUjfP3tL4R2HYGKSPyCEf/duPu3ZOQHS5FoNaDv+MdBJgEiUaWaRbC/M06NvIgM2/VG7LOwdUFb14guXYcjEYsxNDYn5f6zHT6BQECr7iPr3VkF6Dr0PVYcSHius3r3RiSHt/5In4EDMWxggrlVQ06d3Ia3e+XfRCNXex6l3Kt325S8GpQOq5L/FwgEAjwD2+AV1JYuQ2bwzvy1JN+/A4D6n0n3DV0b08DMlq27z9Chw/NLXWpqalBWVs7hwyc5ceIMhw6d4OrVGGSy50v3vIjS0jJKSkpxcrLjyzljGTZ6DFtXzKna4aqk7gx8ZwFXL1+mU88p7N53isLCIjp0aIVYLMbW1pro6Jvo6elUy0t9GgUFhSQlpeDt7f7EudzcPPT0dJHJZAiFQioqKhCJah9dvXUrjjNnLlJcXMLFi5fx8XF/ooxsSkoqGRlZpKdnYG9vi6amBj16dGLs2KEYGta8ipCNjRX+/t7s2LGv1k6rlpYmEyeOwMbGii1bdiOXy2vVvyZoampgb29LYWERkyePqsrDvRpzj6vh52jeeUi9z/kmcPVtxqApC9DUrrz/DIwtyUxLrnrhadTIiczUhDdi28fLDvLFmnN4N+nIxOlf0KpNW3b8+gX5ORmv1Y6Sonyizh+m+AXlak/v/53sjIfs3rETiaYhcoWART9sRCaTM2DEJ6z4aQ152Y9ek9VK6orSYVXy/w6BQICbXygLN11l6c47VeX5hEIhE+b8SlpqKtv2nH3uGHp6ugwd2heJRBUNDQ2MjAy4ceM2x4+fqWojk8lq5cBmZGSxbt02jI2NqpaO+3RvSXryPRbP6k9RwZutJf5fQVNbl/e/3YGpnSdT3pnJmfA4BILKR2Hfvt0YNKg3RkaGL9zYkpyciqWleTVd1seYmpqQmJiCWCyiuLiUwqISCgpLeZiWTVJyJmVl0ueOXVJSyokTZwgLO0thYRHLl68mNTW9Kh3lMXK5nHPnIhgxYgC9e3chJCSQpk0DMDFp8FIbc5o2DaRJk4AqfdnaoKOjTdOmAWhpabJ+/XbKyspqPf/zyMsrYPPmnYSEBFbLkZ0z/wdadhvxn93traGlg1iiRvjlWORyBYmJD9F5TlTxVSIUChEIBLTtM57oyxepKCvAysqcuWND+XXBJGQVz7+v6wOFQsHaRTPYt24h383s99znon/LXnQeNI1PfjzM0He/pbggl47tQjhxNpqwI/u4FnEG+0Z+r9xmJfWDQKF49jKVQCBQrDjwZt7klCh5Uxz9YyXyoof8tmJ2rfqVlpbx++9bq+SOpNIKJBJVhg3rVyNh9vDwKyQkJNGvX3VtQJlMzripX3H+zGladBmOhpYuyfduUlyQg5mNM06eQVg2dHtjO4ffZvJzM/lh9mCcXBuxYunHGBvp8vBhGlu37sbJyYEOHVo+c5PUhQuXyMnJq6YuUDVuQRFTpn1GZnYxN2KuUpiXg1iiVvkiIhDQwMSCvbt/xdLM8Ckjw6FDJ8jKyqZLl/bo6mpTUFCIlpbmE9/x5cvXuHHjDkOG9KlXuaOTJ89SXFxChw6tap13q1Ao2LPnEAYG+jRrFlQv9hQVFbNhwx94ebkRGOhbdXz/0UimTH6feStPoKqm/pwR3m7C9q7l1N41ld+xUIXJ837D4A3L3z2IvcayT4fx8YeTcXSy55N5P1BUVMyUL9aha2DyyuY9vuMXzh/dQuSFnXTtM5UGFi50HjL9mXm0f2f32m+IjznPJ5/M4J2J0zA2t2PApM+xsq+b1JyS+kEsEjCmnTUKheKpP2ZKh1WJkn+wefknmBlpsGLx+7XuW1ZWRnm5FKFQSGlpKWvXbmXy5JHVhOmfxZUr0URGRtGlSzsaNDB4opb94OHvUy4XkZSQiJuHO85ODbl8NZrwM6cQCFXwbdqRjgOmoKVb82VgJVBaXMjutd8Qdf4QK1Z+T4fWvpSWlrFt2x48PRs9EdXMyy9GrlAgEipYtWoDY8YMqSpJGn3jAYu+X8eJw/swtWyIb7OuuHg3wdjcriq/UqFQsG/dIq5HHuNK+K5qChQA+fkFrF69kXHjhqGh8Xwn7OjRU+jq6hAQUD/VehQKBdnZOUilFYSFnScrK5vhw/tXXV9NycrK5ocfVtG1azt8fT3r9DJVWlrGxo1/4OjYsJoDXC6twD+4F+36vkPj5l1eevy3AblMxvmjW7Fq6IaVvdsrl+7Ky37E/g2LUdPQwsDYAgNjSyztXKs5yaUlRcwc6MPpU7s4cuQklpbmnL10n0P79zNryd46lcJ+GlJpGTtXf8nNy6fYvfM3nB0sOBt+k9mfLORu7A38mnWm1+hPnvviIquQcvH4HxzasgxZRQVzVh5HTb1297aSV8eLHFalSoASJf9ATV0bieTlfhAkkr+qJl2+fA1Pz0Y1clYBfH09SUlJ5ZtvlhEQ4M3gwX2ASimjc+ciCGzszJQpY6r9+O/fb8jEEZ3R0jNm2YrNfDW9K+M/WYmV/ZN5lUqejpqGFv0nzsfdvxXjRk9i4rRpzJjUBzU1SVXN8x9+2sbpsFOkJT+gvLwUABNzW1TFIu7czyMo2JfDR05z+vghWnQZxqzFuzEyfbosmUAgoMvQ97hx+RRrNh1h9JC/drbLZHLWbzqIja3tC51VAIlElZKSkmeel8vlREZGkZKSioeHKw4OdtXun7y8fKRSKZcvR5OQkIyamqQqFaCoqJj8/AK2b9/L8OH9a+x0SqVSjh49TcOGNoSFncfe3vaF+cD/JDExmStXYpBKpeTk5GJnZ0NISGC1Nu9++D1aug3wbda5VmO/jQhVVGpdpa8ulBTlc+HYdoaMGk/mo1hir4YRd+sak+aurlbKVE1di8y8cqZOHQtAr15w794DDmxcSs9RH9WbPcn3b7Hqq8lIJKps2fgjzg6VjnNIYCO2bFhM526jObV/PR0HTn2uw6oiEtO0/QCCWvempKhA6ay+ZSgdViVK/oGhqRX371ys8zgFBYVVWp9/p7S0DKFQUBVBlcvlpKU9Ijb2Lg8eJNG5cxtiYm6Rnp6BiUkDMjKyiIi4wtixQ59wGrKzc/HwaIS1tQVrVn7Kz7/7MX/2EGZ8vRVzm5fXwvz/iJtfKO9+vZktK+bw608rsbWzpbSsggfxt/Br3o1uIz7CzNoRLR0DFHI5ifEx5GU/Ijb6AitXrsfFtzmf/HgYPcMXL4cKBAJ6jZnNZ59OpqCwmIyMbCLCL3Ev9hbZGQ/pNWgEPXu0f+E4WlqaxMTcokkT6VNzaU+cOEtaWjpubi6cOxfBuXMReHm5YWioT15ePocPn0RVVRUvLzfatw8lKysHd3cXVFVVUSgUlJeXs379dg4ePE5ZWTmlpaWUl0sZOrTvU1MQSkpK2L59H3p6OvTr143Dh0+yY8d+9PX1CA72w9S0eu6lQqEgNTUdfX09JBJV7t9PJC0tnStXYmjWLAhNTQ0kElWsrCyq3fsb/wjj4J5dfPj9PmUqzCvAxNIev+ZdiYqKZv/OH9FQl7Bh+0k+njmW6Qs2YWbtiJq6Jm16j2PFz5sJCZxf1feDGaMZO/a9enNY05LiWTxrAIOGDcHMUEJ5aSEREVcRCEBPT4/jZ2K4dyeaaV9urHEqgopIrFyJegtRpgQoUfIPdqz6H4mxVzgfthFhHep3X7pUGdnq3r1j1TGFQsHXX/8AgJGRISYmRsTG3kNHRxtHRztcXZ0wNjbi9OkL5OcX0LVre6Kjb3DrVjz9+z9Z9/rYsdNIpVI6dqzMo5TL5QwaMYuwo0d5b+FWZaT1JXkQe43YaxfQb2CGV1C7V5YfeeXsAaLOHUAkluDm1xJTKwfEEjW+nt6V9z76mBmTni+0rlAo2Lp1D05ODfHxqRQ/z8jIorS0DAMDPVasWMPkyaNQV1f7s6RrHA8eJJGRkUl6+iP69euOre3zC1Tk5RUQE3MTbW0t1NXVuHbtBjKZnCZN/CgsLMbY2JDExBRKSkqJjr7JvXsP+PDDqRgaGlBRUUFiYgq5uXmcPRuOr68n7u4uaGlpkp2dy4EDxyguLkGhUFBUVIS+vj7m5iaEhAQ+M+874mocfXoOZfwnK7F383+5D17JC5HJKli1YBIioYwt6xair6fFsl/2sHDBAsZ9/BP2bv7ERl9g28q5XLqwE4mk8oXpQuQdRo2aytyfT9bZhuLCPL59vxehLZtjbaqJp6cbcXF3cXNzQS6Xs3bjQcIvRtB9xCz8mndVvry85ShzWJUoqSV71y0i5W4UYYdX1WmckpJSli//jf79e2Bp+Vek9datOC5fjqJlyxASE1No1Mi5qo79Y9au3UJgoC8uLo6UlZXx88/raNjQhs6dq9fvzsnJZfXqTcyYMQGBQMClS1HcuRPP9fhsrt9OYvDUr+t0DUreDHHXI1i3+H3mzp/N4D4tn9s2Kekhu3YdoF+/7uTm5nH48Em0tbVITU1DLlfwySczntpPJpO9VCEDuVzO0aOnCAs7j7e3O1lZ2djYWKKtrYWpqTGZmdlkZWXTtWv1CHFBQSFHj57i4cM0yssrd5OHhjbBx8ejqjzu9OnjUVd/tiB+QnIGrdv0pevQ9wls1avWtiupHVJpGVuWf8rdG5Hs3vUbTvbmbNl1mvenf0C3oe/TtP0Afvp8DFZWpmz4tVI39vjpa0yf/gmzfzxcp7nzsh+x6ut3aNTIhdXLZyOXy7h06Rq5uXl06NCK5IdZBDfpxIyvt2BmrVxN+i+gzGFVoqSGFBfmEXFyJ2cObuT0/7F33nFZ1V8cfz+DvffeKCrgnrg3au69Z2a5NUeWv0pN02y40tIcae6tuXEPFPcAFScie89nP78/KIwEBATRvO/Xq1c99/l+z/dcunDP/d5zPuf0nte2FxZ2H6VSiZWVRZ7jRkYGaDRaHB3t800Z0Gg0xMcn4OmZ099aT0+P4cP7s2TJKgIC6mBiYoxIJEIuVxAVFYO3tzsikQi1Wk1w8BV69epMjTrZBLbpSd/Rc9/Z3urvMxX86tK6xyg2btr9yoDVxcWRFi0as2bNJvT09Ojbtyv29rbcvRvO9et3CpxX0q5bYrGYqlWrEBUVk++uv62tNb//vvWlgNjExJhu3XLyTbOyslEoFJibm5Gamsa1a7cYOrRvocHqk2dxdOk2koDWvYVg9Q2ho6PHgPEL2Lf+e8ZMmM2Rfcvp3aUJlStsoWevEYjEYoZOWcT0AXW5//AjKno5UqdGRWKfPyY1Ka5QUf/8SE2KY+eq2YRdP49GraJp6/b8tmwGYrGI2Nic1KiePTsBoFKrESFCnp1VFqcu8BYiBKwCAn+xZflMZBmJLPn5R9xdXl/n0NXVCYlEzKNHT/H1fdHf3M7OhoyMTObPX0KrVk2oXbt6nnkikQhzc3MiI6Nzg1ZDQwMaNKjNkSOn0NGRcv/+Q6RSKSkpqTg7O7B58y5MTU2xtrbC1tYaW1uwtLHnQWgIFf1LR1pI4M2SGPsMsVbF7t0HUSqVyGQKzM1NUKlUZGfLMTc3RSqV4uLiRIUKHmRkZOLt7ZGbJxocfIX69WuViW9KpeqvtIKcPOt/Ym5uhqWlOQ8fPimw65WhoUFuUVlSUjJ2djYv5bf+k6DTN/hw+BgatetHuz7jSu9EBIpEYJ8xzBvbnqEff8Pi7yZT1ded7dt+o2PHvihk2dRs3IHmzToxafp0Jn7cnT6DP+S3b0czacG2V9pWq5So1Wp09fQ5f3QrEpGCEyd24eFqlycl6/Ll6zRoUBsHh5w8VXcXW2Z/O4dZX37C7NVnX1vWLSUxFlMLm1KVhxMoXYT/MwICQNTT+9y4cJRpU0fTuV3JArzExCQOHDjGgQNBHDwYxKlTF1CrNRw4cDTPOF1dXeztbf8KLK1fsiMSiahcucJfuYJq4uISOHbs9F9FMxcJDb1Hq1ZNmDRpFIMH98bHx/uvXVfo3PlFxXnHLp1Yu3AioVdOleh8BMqXe9fP0jawORUrepGZmY2eng4uLk7o6+vz5MkzHB3tMTMz5ebNUJYuXY25uRkNGuSIoKemppGWll6qbVL/SVpaOhqNloJSyjw8XHn8OOK118nKljNu6iKGDvqI3p/MoX3f8UKeYjmgo6PH5O92EBmVQNOW/VCq1PhXcWPNul+IengZtTwVLbBi6XI69hjPzGlDSYp/zpP7Nwq1K8vKYO7Y9kwbUJu1Cydwcu8a+vfrhqebHSkpKWRm5uyeyuVyHjx4QpUqPnnm16xagYzUJDLTk4t8LmqVkgvHtqOQvVDXSE6I5rOBdVkwqQsJMa9/3QqUDcIOq8B7T0piLH8sno5KpcTcKOeVfEmesmNi4nnw4DF+fpWwsDAHwMrKgiNHThEZGYWjoz3nz4cQFhaOVqtl0KBe6OvnL3lVs2ZV9u07zE8//YpIJMLfvzJjxgxHLBajVCoxMTFGLBZToYInFSp45mvj68+GkpGRye2Q41Sp1bTY5yNQfqSnJvLk/k1qVZ2BTCbDwEAfJycHqlf3w9fXhydPIjh27BSWlhYMHdoXuVxBdHQMjo45PdtjY+NxcLArk92iiIjnnDhxlqFD+760uwo5sla3boXRvn3rfGYXnXOXwhg1agpWdq58vuxgmYrRC7waIxNzhk1byg9TerBmw2FGDmlP80b+NG/0EwDHz9xk6OBRpKRlUT+gE0lxz4mNfIh7xWoF2tyzbgGe3t506dgcib4Fo4Z2om7NCmzevIvk5FRkMjkWFjlpIz4+XhgZ5dV2reLjQo/+Q1gwsTOjZq7CyaMSsqwMNi39DI1GQ41GHbBxcMXUImf3Pj0lgT8WT+fJ/Rvo6OhRu2lHAMKunsbNuwpOTo6s+34ik7/bUUY/RYHXQQhYBd5rrpz5k41LptOuc0/Wr57L9avXCL5wmYEDe2JmZoJGoy0wqPw3Wq2WrKxsnjx5RosWjYGcnYHsbBnbt+9DT08XExNj2rVriZOTfaE7RQYG+vTs2Ynk5JS/pH2K5sM/iYpN4tD+/bTpNbrYcwXKl7/1ISMiojEzNcTU1Bg3NxcAdHR0GD68P8+fR3P4cE4ltr6+Hh4ebrnz09MzMDEpm1alp06dp2XLJvkGq1otBAWdwdHRHlfXonViEolEL+3ULl+zn7lfz6bHiJnUbdFV2FV9SxCJRDTvMoz16zcwckj7PN+1aFyVxct+YMLYT+k56musbJ1x9qxcqL2oJ3eZ8dkYXOwMCQo6TUzkA/6MfoKXlxu9e3dBo9EQHR2HmZkJpqYmL81ft+kou7duRCHL5sTe1XQdNoNFM/ri4eWFtZU121fOIjk+Gvirxa2uHqlJ8fjWbkrNRi/8T09JpFbdevTr3YFx42a8/g9KoEwQAlaB95rIR6G0bNeZVUunA1DZx4OQkOts3LgDuVyOnp4ejRrVw9HRPjd3qiBu3w6jbt0a+Ph45x7T09OjXbuWNGhQG41Gg5mZaZGLXUQiEZaWFq8eWAAfjf4aMyt7XDyrkJoUh7GZJRKJ8Cv/LhARfgsXz0r07pV/ByddXV3u3XtI1ar5t+TVaDRoNJpS90ur1RITE0uFCh65x7IVEJEo5mGsGJlcTVKCmoE9Cy8UK4xvFv7BmlWrGD93I84ehQc8Am8evzot+WPxdE6eu02zhnll8zq3q8+tj0axYvF0en70JW4V/Au1lZWZhpmpMTVr+uHnVwkdHZ0817NYLMbFxbHA+d/N/4Hh05ZQuWYTRCIRu1bP49nDUGIiH2Fh7YCRsRnmlrbIZdnEx0SgVqmoVL0hw6YuyVOM6lGpBj9O78POjWuoVL1hCX8yAmWNcPcSeG/Jzkzj9J/rORq0K/eYSCSibt0a1K1bA6VSSVJSCuvWbSEzM5OAgLq0bt20wNeshoYGZGRk5r6W/SfF7fRTGkyeOIKvZ/3IuoUTSE1OQCHP5rPFf5KemoiHT/XcVqECbx+XT++jZZs2hY4xNzcjPPwR9evXeumafPYsqkzyV+PjE9HV1c1tUqBSw4lQKVlyERpAoxFj6tEKPb2S7Yj++vtBVv2ygk+/246VnUspei5QWujq6TNwwkIG9R/BL78to13LvIV9X0wZwJHDx1ApFa+0Zefkya3QhzRr6PdSK+qikBgfhbdvXUQiERqNhiPbVwDw0/bQ3IBUq9WSGPuMtJQEHN188u1u5V4xp/DVztmT0V+vfel7pVJOyIk9hF4+gUeV2vhUC8DRzUco0HrDCAGrwHuJVqtlz9oFVPKrSZWK+d8YdXR0sLOzoW7dGqhUaqKjYzl16jxNmjTId5c0MLAFa9duJioqJl+5qjdNi8ZVaXF0Te5nd68AFkzqjJWtI4lxUVSu0Zg6zbviW6spUp3i3ywEyoasjFSCg3ay8NyBQsfVq1eTmzfvEBeXkKfC/tatMCIiImnZskmp+/bwYU7hy9274Tl6qhJL0nX80JIToGrUarQiUKlUSKVFu72IxRIyM7M5ee42c76cxbhvNgjB6ltO9YC26Ojq8fHIsVy7ehQLsxdBYJq0g6EAACAASURBVHqGjAd3b2Jp70lmQCpGJgU/rNdo2J7ffv2ZT4Z1RCIpXvC3ZedpRIjQaNQAPL57FQtrB3R0dQnatRJ9A2MundzFgzuXc+cUpCuvq29A216jObx1GfHRT3FwrQDAqf3rOP3nBuKjn+JVqRq9enfj8pUbrPxmHXZOnnyST3ArUHYIjwcC7yVarZbgoB18O3dKoeOUSiX37z/C29udTp0CiYmJ4/Dhk/mO1dXVxc7OhuTk1DLw+PWpWa8RC35cyM0r+zh/4RBtWwVwcvevzBhUn52r5qBWKcvbRQFALJGio6NLXHzh15FIJMLMzIz09IzcYyEh17hwIYR+/bq/1IyiNIiMjOLo0ZOsWbOJp08j0dWRIhLl+CISiZBIJYiyIli5cj2hofcLVBH4J87ODojEYj799EsCe48R0gDeEXxrN8OnWgCz56/Jc9zEWJ9z5w+SEvuAZV8OLtRGzcYd0NEzpH23sSSnZhZ57S++Wc1n02cy+us16Bvm5GrfuHCETt178Of+9Zw7tIkzB9bTpUsH3Cv4UqvJBwydsqhQm50GTubrVadyg1UAcysHEmMjaR7YmenTxzLxk+788dssbl49yP3bl8hMf/l3NOLBLcKuneXZw9tFuv4Fio4QsAq8l4hEIkwtbIiOTeLOvfxlTBQKBdu378PBwRY3NxfMzEzo2rUDDx8+JioqBrlczv37D0lKSiYlJecPV06xy8uvnN4Gdm5ckCtC7+Zsw5Rxvbhw6g8OHt5K7LMwdq2eV84eCkBOwVWH/hOYPHU2anXePFSZTM7mzbtIS0tHrVaTmJiEhUXODlZKSirnz4fQu3eXfOXSXheZTM6jR08YP34kH300GIlEgqtnZSQSKRKJGLFYjI2pmN6tczqyXbx4hfXrtxEZGV2o3RNnbzF3/i+YWNjTuH2/UvdboOzoOPBTtm5Yx+OI2DzHPVzt2LFlGbGRj4iJfFjgfJFIxNg5G4iPjeVw0OUCx/2bs6fP0Xf0HCpWbZB77NnDWwTUr463hwPnz+5k2MihLF64AL+6bRgy+UfqNu9SqE2xRIKto3ueY9UatGHSgq2Y2FZk9Khx/PzbPtZtOsreQ8E4u3kT9fRe7tgn92+waEY/Vn4ziuM7f2bl3I+ZOyaQ80e2CpsBpYSQEiDwXqJSKUiOj2b0R2PJSEsmJiY0txe2SqXiyZNnnD8fgrW1FYGBzXMLAfT19WjevBFbtuxBrVZha2tDZmYmCoWSSpUqEBubgLW1VXmeWrHx9XHl41FDmDBmPHevnyU5IQafqvWpVKMJlWs2xszCFpVKgVZLoa/3BEqPRu36EXJyN1P/t5zvvxmNVqvl7NmL3L4dRmpqOitXbkBPTxdrayusrCwBuHz5BtWq+WJmZlomPoWHP8TS0oL9+49w//4jWrRoRKZchFoDUgmoNJApF6EFXF2dGTKkD7dvh7Fnz0GcnR1o2jTgpVzu1X8cYdb/vqLb8C9eGVAIvH1Y27vStMNARo35moO7l+UR+reyNOGTiZP4ZnQgljaOTPh2MxbWL6dK6erp4+RRmYhnhT/Y/BNZdja6ega5n5/cu07U0/u0aFKDbJmCTTtP4ubigLGpBW4VqxY55Skx9hnZmemIRGJsHNzQ1TfA1dsfV29/0lMT+fzTF22O7Zw8eP44lAp+dbl7/Ryr549lzKSJjP+oG3p6OqjVGnb9eZ5Fi1exY9UcXDwr41GpFvVb9cDOOX8pwqKgkMtYNe9jvHzr0qLzUHR0C+4O919DVNiWtUgk0haU8yEg8K6TmZ7Kki8GkJGWSOitY+jqSHn06Cl79x7CxsaKKlV8qF7dL98qbK1Wi1KpzC0UeP48mvXrc7q6TJs29p2T4bl26xFbdhyldYv6uLvacejYJYKOn+XqxXNkpqcg1dFDq1FTpWZjugz9DFsnj1cbFXgtUpNi+XZCJyZPncKIgW1ZuvQ3unRph6enGzKZHLlcjomJcW6u6Pr122jaNKDIclLF5eLFK6xa9QedOwciEonQ19enUZPG3I8W42ylRasFM0Mt/05FVCgUhIRcIyTkOi1bNsbfv0rudw2a9adO8x4EtOldJj4LlD1KpZzvJnWlVZvW/DD3ZQk9tVrDtC9XcPHSNUZ/vS5fG8d2/sqBTYuxd3JHqVAwaco4JBIxp8+EMKBvR5o08M0NhuVyJe4edZmz9hxGJjl61wc3L0GW/JQtv8+le/9pnD6ynxGjx9O4UU0+HjmWmcuPYWyaV3FFqZCxf8OPyGWZOLlXxtrBjZ+/GoqBoQmZ6SloNGoqV2/I4E9/xMzSjnnjOhAf9ZRlK5fh4mjN/YfPmTpxCg3b9iE4aAeLl/1QYNOZJ8/iOHz0PFu37Cb8/j0cXb0JaNsH/3qtMDAsXupOalIs0wfUzf08Yd4mfKoFFMvG24qOVMSINq5otdp8b6DCDqvAe0vo1VPERT1m+a9L0NWRkpmZxYEDx+jatX2u5mVBiESiPFWte/YcwsTEGDMzk3cuWAWo4e9JDf+Pcj+PHtGJ0SM65RmTmSVnzne/s2ByVwJa9aDzkGmC0kAZYmZpx7g56/n+8wFkZGZgYWJEcnIKYrFHntamAGq1GplMXqb++Pr70XzQD7RpoGXPrn3o6emhpwP+roXLZ+nq6tKwYT2srCwJCblOlSo+SCQSdu4/T0zkU2o0al/ofIG3Gx0dPcbMWsf3U3rgYJ+TavRPJBIxNapXJjj4SoE2Wnb9kDrNupAU95zUpFi+mDYFV28/3CrWYPDAD8nOTGfM5Km0bdWASZO/RiKV5garAPVadmfOJ23o0C0DRCJ09PVJTUsjsEUtZFmZpKfEvxSwajXaXFUBgI6DPsXAKOfthJWdM/HRTwm7fo5jO3+l+4iZTFqwjV9mf8j163dZuvQCgYGtCDq+m8/+t4iRnxTeIdHdxZb2retiqKOkR89f+WNbEBs37mTT0i/w9q2Ff7021G7aEUPjV7/BMrO04+c/n3DrUhDLvx7OT5/15aMvfqV6QNtXzn3XEXZYBd5Lrpz5k52rZtO2bVOGDe5OjRr+nD8fQmZmFoGBLYpsR6vVkpycwpYtewgNvUe7di1p375VGXpe/kRGJTJ4xGdky1V8OGN5sXcIBIpHTORDfpjakxEjhzFz+ofI5Qr09fVQKBRIJBKUShW7dx9AR0eHrl3bl5nUTloW/HlNjInyHqnPb9C3b7diraVQKNi79zBpael07NiWQR9+RYUaLYTd1f8IsZGP+O7Tbixbsfil4G3iZ0uISVbTefDUItnSarV5Hvzjop4wb2wH9A2NkEh18PCpwfDpS/PMSYqPYu6YdjRt1Y5stT53Lp+gz8ABREfFcuP6LcbP3ZhHexXg+eO73Lx0DG/fulTwq5vnO7VKycXjO0lJiKF9v/EAXDy+kw2LplHBrx7y7AwkEhHfzvuc+rV9MDQovLlLZGQ0J06cZeDAnrnHklMy2LHvDLt2H+Lu7RsMn7YEz8q1CrHygksndnHh6DbuXj8HwJw1Z995dY1X7bAKAavAe8mCSZ0ZN3YEYlUqKpUKQ0NDEhIS6dy5XaFC1X+j1WoJDb3PmTMXUCpVeHm5k5GRSePG9V/ZYOC/gEKpYuioWdy8do0+o7/Bs3Ktd3Jn+V3hUdgVls/6kM8/H09KYjz29rbExMRhbGyEubkp1tZWtGnTrEx1IWNTRRy/LUGd/oSujS1fapNZFLRaLTdvhvLV7J+5fecu037a+9LOl8C7S+iVU6xfNJX6jZqxeOEUbKxydix7DvgMe+86NGzbp8S2UxJiMLGwRiKRvhTQAsiyM5nSpzoduvZBauqCSCzh3MENKORyEuOe02PEF7Ts9uFrnd/fmq4WNo6IRGLOHd7Mke3LSY6PxqOiHyNGDGZIvza59RD/JDIymuPHzzBoUK98LMPvm4/xxfQv6D9+PtXq59/WWKNWo5Bno29ozO8/fkrUo9skJyWQlhzPpwt34FWldr4/m3cFISVAQCAfLKwdePj4ObM/H4ZKpeLgwSBq1mxWpGBVrVazdesesrNltG/fGhcXx3f2D0RJ0dWRsn7l1yxYtIV1i6aQlpyAobEZbXuNplFg3/J27z+HZ+VatO4+kl9+3Uyvbi0wNDRg1KjBXLlyE7FYRLNmDcv8GlSpQSQCQwsXjIxKJtcjEomo4luJ69dvMmbWOiFY/Y9RpVZT/rf8KLvXzKdRk+7s3/c7FTwdUCiVr631bG79oiFLftd62NXT+PjVwsDQgCylgmYfDCI9JZHDW5dRp1FL4qKfvNb6f69rbe8KgEKWTaXqjWjcrh8atZqbF4+xes1q5s+dT7/Bg5k1Y1ieIjSRiEJlrgb1aYWZmTFTJn+RRxs7LSWBmIhwbJ082fnbHG6HnKBei27cvXYG70q+WDm40yiwP15VaqNSKhjbuQKj/reqwKD3XUYIWAXeSxq3H8jGJdOZ/fkwpFIpHTsWPf/n+fMY0tMzGTGi/3vd6UQsFjF9Yh+mju9NVGwSDx5F07fnQGo2al+kXCyB4tH0g0H8+cdP6OoZ4uXlzo0bd5BKJYhEIs6cCc5t5evr61Mm69uaaQEtSo0EhUqFbgnvHnsPBmNmaYOTR6VS9U/g7cDAyJS+Y74haOdKOnwwgNaB7bl7+wYKjQ6y7ExMzCzxq9MSXb3SrW63tnch4nE4D+7epO/oORgYmdJx4CTiox7z9FEogyZ+XKrrbVo2g+CgnSzaeRddfQOqB7SlekBbnj28zbrvJ+PkZMfHQ1+0VhaJRK/UZf2gTV0WuXkwY1B9ajftSP1WPbh0fBdBu39DJBJhZeeEWCzhRvARkhNiSEiwZ+iUxdg4uAHk1hSsmDWC/604lkdT9r/A+3u3FXivCb99Ea1WQ/Dl+8Wee/PmHapWrfJeB6v/RCwW4exgRbOGfvj41+T+zQvl7dJ/Ej19Q9x9qhMccofY2HikUilSaY4GqkQiRiQScfjwCbKysstkfZX6xX8r1QWPexUPHz3D3rn028YKvF207PYhXYZOJ0NtglgiJSM5mrSoO1w8spH/DW/MwU2LUcheXKtxUU+4dTGI7Kz0Eq3n4uXHnNVn+X7LDeq16AaARCLlwxnL+XrVKbx865TKeQGo1SqCg3YCOSoJ//ajz+g5fD9/IRpN8d5ESCRijh9cyZ+HtuDmaMrizwfgWaU2Aa17omdgjJ2jK/ZObohFYkZ89jNTf9iTG6xCTlDcadBkAH7+aigRD24jy8ooaLl3DmGHVeC9pH3fcZiaW9Ozx0BmzvqKkYPaFWnew4dPePw4Ajc35zL28N2kUeMAbl87Q/WAwPJ25T9J0w8GsfO3OSxfNhtry5eL3RITk7hz5y516tTIPabVaomPT+TevQevtQNroAsW+jKSZIYcuSEmsLoGgxK85W3XtgGrflnJhp+mMGDCdyXyReDdoGajDoSc2kvMswfUb9iI7+eOw9LChAsh9xg1ajLnj27F0sYRfQMjoiLCMTI2Jeb5E5zcKlC1Xhva9PqkWKkuuvoGrx5UCkgkOaFTQOueedQK/sbbtw5aLVy//YiaVXMezoqyw/o3TnaWbPvjd9QqFZlpyQycuJCeH31F+O2LSKQ6+FQLyPXh37Tp8TF3r53j/q1g9qxdQOjVU3w4Yzk1/wNqHELAKvBeIpFIafrBIDwr1+Kb/w2igqczzRv5FzpHo9Fw9uxFAgLq5NGSFHhB6xb12bnt0/J24z9LzUbtuXR8J5t2HGfsh51f+r5u3Zrs2LEfX99KubJXwcFXuHTpKgqFArVaw5kzFzA3N6dPn+IL9Tfz1+HQtWyyVPrEpWlxsy5+Lqt/JTe+mfcVX381v9hzBd49fKo2YOiUn7hwdBude4yhdduWNGlYkz27V7P3wDmsrMzhr0CuT7dmyORKjp26xuczZiPV08evdnMsbR3fOoH8JXvCC/zuafgtxGIJFy7dyROwFkRCUjrPnsdTzdcDsViEuZkxRibmdBo8lVqNOwCgb2iMf92Wr/RLItVh9Kx13Ag+QkX/+nw1sgUr537MwAkLOLJtBS27fUjDNr1fUkx4FxBUAgTee47u+IXn4Zc5sGtpniT5f6NSqVi48GeGDetXJq0v/wv8se04P6/YwNg5G8rblf8sF45uI/zaMQ7sWpLv9ydOnCU6OhZraytiYuKIiYllyJC+2NhYkZKSikKhZMOG7Uyc+FGJ0lriUjUE3dbBTF9O+1ol2/MYOW4+WRoTPug/oUTzBd49sjPTuH7hCE/uXuVh2BXio55iaetIcnw03pWr0a5DW5o3qUWtql7o6ekQdPoGX379A/Exz0mKi8azck0C+4ylUvUXBYYKuYyn92/g/Zck1d/HZVkZ6Bsa54yRZfMgNITKNRoX2ARGq9WWWopXdlY6X45oxoeffEKdmr6oNWoC6lRGLsvR+R427EX74YtXw/l6zhKuXTyLvoEh+oZGBHb4gDkzR3LuYiijRo6nbvMudB4yrcRFlVqtlns3zuPgWoHZH7cmMz0FiVSHL38JypNO8DYgyFoJCLwCuSyLn6b3oUu3jnw5bXChY8+cCSYxMTm3249AXkaOW4BMa5KrWyhQ+mSkJvHFsEY8fHARI8OXtR/VajXBwZeRSnWwtc1pE+zh8eLGpNVqWb16I61aNXllg4x/2jx06DgREZFkZGRiX2s4Uj1jqtk+p5KXbbFv9sM++Qatvj1te5ZuIYzAu4dCLiPs6mluXDjE43vXiY+OwMDIBANDY1RKJTb2TnTq3IGzZ4MJPnWYwN5j6Dx4Coe3LuPy6X0kxEQiy0qnRsNAmnQYxMYln5EUH4Wrly9mlrZcv3AEgMV77qOjk/P78uBOCFfP7Cf66T0e3r2GUi7ji5+P4OT++gWLJ/etY8fKOdg5u5OalICtkxvPn9xn2KiP8XIyZvjw/rlj3b0CaNZxKE0/GIi+oQlP7l1n99pvady4AQvnfEJ0bDIt2/Sl06BppdIYQKNWc2LfWrb/OguAStUbEvX0HvPWh7wVNRmCrJWAwCvQ0zdkwPgFLJk5gEmje2NiXPCrp3r1arJ5824uXbpGvXo136CXbz9KlZrgs2fo8dFX5e3Kf5qw62exsXdGRyf/V3oSiYSGDesVOF8kEpGVlY25edGVHMLCwklOTqFPn66YmpoQnybh3D0VIdcecOTPPfj5VcbfvzI2NlZFuvE1CqjNjz8uo3X3ku3yCvx30NXTp1qDNlRr0AbIEezPzEhFnp2JRKrD88dhnAjaQXZmFv3GzKVm4w48e3iH3WsXIJZIMTTO0XrNTEshOSGG+Oin6BkY8fjedQD0DU1o02MkOjp6xEY+4vSB9Zzav56KvtV59igcpVxGs46DsCuldtP1W3bHo1JNpFIdTC1tMDGzIj46gkWf9cXe0Z6oRDUODjbY2liiVqmoUqtJboctj0o1GDRxIfPGd+SDdk1o1tCPed9+xcRxU3l87xqBvT7JHVsSxBIJLbsMp3qDtoRdO0N81FPuXj/HrUtB74QMlhCwCggATh6VcKtQjSW/7mTGpH4FjtPV1cXW1ppLl65iYKBH1aq+KBQKTp8OxsfHu0AdV5VKRWpqGiqVGjs7m7I6jXJl3JQfMTKzxNu37qsHC5SYzLQkPLwroqtT8j/fenq6pKVlYGZWtJufXC7H2NgYC4ucAhN7C+heXwT1G5GaWo2jR08ybdps/GrUoXrjbjSvboSkkDh0SL82LF70M3evnaFKraYlPg+B/x4SqQ6m5tZgnpN2ZWnj+FLupkgkYtCk79E3MMLZ0xcDIxN+/2ESO1bNxtmzCl2HTsfS1gkrO+fc3NfoiHC+n9qTBk1aoNFoyMqW06H/BOq37P5aQeC/0Tc0xq1C3noIGwdXPv1+Jyf3ruHq7QgSg86SFBdNuz7jcHLPK+9mZefCwAnfMWjAhyxa+gNdOzQgcvoUvp09h4jwW/T++GvsXbxfy8eLQTvYt+EHjM0sgRwZrKX7HhZYyPW2IKQECAj8xaOwK6xZMI7bN47k26nkb7KzZcTExLJ372EcHOxISkomMzObNm2a4e9fOc/YjIxMDh8+wePHTzE0NESpVDJ+/MiyPpU3zqQZSzm4fz8T52/NudkIlBmZ6an8b3gjzl84hJtzyR5+rl+/zZ07d+nfv0eRxj99+oyzZy8WOv7PP4+ikNohM66Bm7WSAJ/Cd06/X7adPzZs5ZOv1ggNBAReC41azd7fF3L6wHqUCjkqpYIftt/O0zZ6yRcDUcjSUMjlVAtoR/u+b3fa0v2bF/ht/hiat26Pv38l0tMzWbTgG8RiCaP+t7JIBVgF8fBOCJt//oLIx3cJ7D2GsGtnmLRgK7rlXNj2qpQA4V2MgMBfeFauhZW9C0tX7Sl0nIGBPh4ebgwa1ItatarRoUMbPDxc0dGRolKp0Gq1qFQqDh8+wapVG7C2tmTChI/o1q0DhobFb2f5NqPRaBk3bTGH/jzAhHmbhWD1DWBkYkb9lj0YO2leiW1YWlqg1WrRaDTExyeSmpqORqMpcHxiYjIWFoUHla6uzihSnyASQWRS4Ts1Wq2Wts2qIkHJzpWzS3QOAgJ/I5ZI6DJ0Gl/+EkT7vmNp3mkIenp5/9a6eFXBwNiSxh0G067PuHLyNIcHd0K4HXKi0DEVqzZg6g+70RrYcfz0NQ4cOIqOrh4ajZrls0a81vpevnX4fNlhlh94SpWaTXh6/wbju/gQ+TjsteyWNcIOq4DAP3h09yqr5n7CjWtHCs1l/Te7dh0gJiaWJ08isba2QCrVwcXFkXbtWub2XJfJ5CxduopPPx1dVu6/cb79aTPr165n/LxNQrD6BlHIZUzs4UtMzG10pMWXp3n69BmbNu1CKpVgamrC5cs38POrTO3a1XB1dcbZ2SHP+OPHz2BgYECDBrULtLlv32EcHe15rPBHpdWhVaUULMwMkfwlnyOTybl5MxSZTMbduw/QajXom9iyZOlaPv1+V7HPQUDgTZGdmcaK2R9iamFDo8B++FQLKLGtjLRkvhzRFIlEyuw1Z9HTL/omRlJ8FI/DruJaoSo2Dq4l9uHfHNqylNMH/qDfmG/wq9Oi1OwWF6HoSkCgGHhWqolbxap8++MGvplZ9KfYjh3bEB+fSEJCIsHBV+nXrxuGhgZ5lATUajUgIi4u4T8hixWXkMrPP/3E+LkbhWD1DSMSixCLxGjUGihBwOri4sSYMcPR09NFKpWSmJiCr68PcrmcHTv2ERBQB6lUyr17D+jatT2pqelYWVkWajMqKoZ69WoR9USFUqXL7iO3SH1+A3t7GzIyMsnMzMbLyw1zczPat2+Fk5M9O/efR1fv9cTetVqtoNghUKaoVSru3wwGcl6n+9ZuTqPAfhgYmWDj6E5acjyJcZFY27lgalF4ms6D2xfxrOhLUmI84beCixUgWto4YmmTf53E6xDYewyBvceUut3SRghYBQT+RadBU/hhWi/GjOyOg13RcuukUikODnbY29ty9eotnjx59lJHISMjQwIDW7B58y5atGiMu7sLRkaG7+TNVqPRMn7KQqo1aCP0hC8HQi+fwsHFs9Bc68IQi8UYGxsBOQGfhYUpvr4+2Nvb4uXlzp0795DJ5Gi1WjZs2I5arebp02eEhYXj61sx38YZZmamJCRnkqmyRSzS0PWDhhhJaxEVFYOhoQEmJsa5bxv+xtzMuMStOAEiH4WyZOZAPv5yNe4Vq5XYjoBAfshlWRzZtpzoiHvUbNSOG8HHOHhwMz8u28ja78eTkZqMkakF6SkJZGWkYevkwYwlBwrdNT17cCM9enQmJjaB47t/K9cdzXcNIWAVEPgXDq4VqNusC2MmfcuOP4rXjUckElGpUgXu3XuQbwtMP79KWFqac+LEWYKCTiORSOjUqS0uLk7vTOCqVKn5fNZKbly9wpTvd5a3O+8d0RH3+WPJZ/yyammJbUREPCcmJg6RKOeaTUlJw8AgZ6fT1dUZV9ec1sMqlYqoqFjOnLmAs7MjMTFx3Llz/6WAVSaTk5iYjL6uCLRqtCIdjPRU6Ovo4elZsDi5TwVn4qMjSnweJ/euwcPLh7XfTeDzZQffum5IAu8uarWKZV8OwdbGip7dAtFqtfz84zR8vJ1Y8eMUYApqtYY/j4YQULcKKakZNG7UAaVCXmjA+jDsKtWrTqCKT0u2bPid8NuXqOAnKKsUBSFgFRDIh46DPmXOJ23YtucMPTs3LtbcmJhYKlTwLPB7R0f73Grr8PBHHDhwDID69WtjbGyEp6fbW61NOXnGUvbv2sHk77aVqhyMwKtRKuWsmD2SydOn0q5lrRLbCQ6+jFgsxszMFK1WS82aVTEweLkJgVQqxdXVia5dO7B27WYkEjGSfPSqwsMfYm9vi6eHK3diM8nUmJGWqUbfvPB0BTMTIxTy7BKdg1yWxcOwK8ya/TlLlv7G9QtHqNO0U4lsCQj8m+Bj23lwJ4QLcWH5XvMAEomYToH1WLPpKF9/8SXt+owpVPEiJTEWsVhEDX9PzEwN6dG3H7dDjgsBaxERAlYBgXzQNzCiRsN2HDseXOyAVS5XYGBQtJ2eChU88fb24PHjCG7fDiMlJY1z5y4xeHDvkrj9Rvhzzy5Gf70WK7uidUkSKD2unN6Pg6Mz4z/q+lp2NBotdepUzdMBqzAMDQ0YPLg3KSmpmJgYv/T9nTv3iIh4TnJyMm62+tyJgaOXU+nR2Ag9vZcD4b/R19dBpVIW2/9LJ3ax5rsJtOzQne4dG/H0WQzHThwXAlaBYhEdEc6lE7tJTYymXd/xua1KUxJi2LV6HpOmzywwWP0nFy5cxdrejdbdPyp0XEJMBA4uOcEqgJGhIbLMONRqFWKx5J15y1ZevL3bOAIC5Yyrtz/XrlxGoylYSSM/lEol0mIUwohEIjw93ejUKZCBA3sSH59AVlbJdp3eBPLsTMys7MrbjfeSkJO76T+g52vb0Wo1xb45GhkZ4uTkgKmpCXK5nPDwRxw5cpJfByoz9gAAIABJREFUf/2dyMgoFAoFq1dv4um9y0jEIiSG1py/cLVQmzpSCTo6emSkJhXLl9SkOCr41mTT2m8Qi0VUqeRBQkzJUwsE3i8y01NZMLELs0a1QkeTQhUfF+ZP7MyN4KMA7NuwkM49+/LFlAGvtHX/YRSH9u6i39h5r/ydMreyIzEuOvdz5w+acOXsAWYObcSW5TMpTLWpvMnOTEOWlVGuPggBq4BAAdRq/AFKlZpegz4jM0tepDlPnz4jNTUdOzvbEq9raGjIvXsPSjy/rNHV0y/xa1yBkqNRq3l89xrtWr/+60ONRlPitJOnT5+xdOlqrly5gYmJMZ06BTJ58id88cUkevbsBKosDBIOUN89ldA7r9Z1dHDx5Nmj0KL5rVbz58afCNq1khU/z82V9PKv5E50RPhrFXAJvB8o5DK+n9IdSysLNm7fzO+/fsnCOaPZsHE1fyyaxsJPu3H9/GHMzYuW7rRo2SYqVm2Ao1vFV46VSnVRKuSo1TmaxzX8Pfnwk9HMnT+bJ3evsGPlrNc6t7Jk+8rZOVJ6z8rv3iQErAICBSCWSJgwbzNpGUrqNujC3kMXCx0fkSDmcrQzptYuRU4J+DdqtZq0tHQsLc1LNP9NoKtnIASs5cDdG+ewc3TD2cHqtW1pNFpEouL/+U9ISCQsLBwLCzP69OlKgwa1sbe3zd1ZcnV1xsDAAFMTIxyt9cjOlhVq73zIXZIT44qUw5edlc66HyYRfuMMJ07somZVr9xzmb3gN6Q6uoRdPV3scxJ4f1AqZCydOZDKfv4c2bciTx54s4Z+BB3fxexZU5g17xu6dWpWJJtDBnbi2cNbrPt+InHPHxc6Vi7LQiKVovnHTuqX0wbTp1tTvpn7BQ9CL5fovN4EJmY50oUXj5dfoe0r/2Jp1Oo34YeAwFuJnr4hQ6cupuOgKUwYN5WufafwLDIh37Gp2aDU6iJ1bktyZslykaRSKd7eHsTExJOQkEhycgrp6eX7GubfKOTZSKUlk1MSKDnXzx2kU9fOpWKrsK5WBXHz5h3++GMHSqWS8PBHLFr0K5s27SQhITHPOJlMhoWFGQ8ePAG0Ba6lVKmZ/tm3BPYejVRHN98xzx/f5cKx7Sz5YiDT+9dBo0jnyJ+r8XB9kZKSnpHNtvWrSEtOwNXbP187AgLZWen8uXExClkGW3+fh1j88t/oCp4OtGtZi+EDAqlVzbtIduvUqEDw+T14uduz8NPurP1uPJnpqfmOvXxqL63bd8q32YeHmz3J8dFvbVpAw8C+OLhV5HbICdRqVanbV8hlhF49W+gYYYdVQOAViEQiqgcE8r8Vx9A1tqdBw/ZMmLaY+MS0POP8nDVUdVGg1cLDqOIXkvxN7drVuHPnLrt2HWTr1j0sW7b6rQlaY+JSyM7MwNLWubxdee+IjrhPnZov65+WBG9vd06ePIdK9eobj1ar5eTJcwQFnaVPn6507NiWmTMnM2LEACpU8GTduq38/vvW3MDVw8ONc+cuceTICfr27ZZv6kFCUjq9BkxDodLQpH3+eYJarZYlMwcSfvUofXp34vHjEI7uX4GpSd5GA2amhtg7ezJk8o9Y25de9x+B/wYqpYIVs0Ywf0InrpzeQ6NmzYtUSFUcLMyMWLpwIrduHsfOxpT5Ezpy/+aFlwK70Ksnad2yYb42Knk7o6urR2QR02PeNDYOrrTsMpzIR6HsW/9DqdlNS0lg9fyxjO/qww/T+xU69pUqAWJJ8buoCAj8F9E3MKLrsM9o1K4/hzYvpkbNVvTqP5gvpgzC0sIEkQj0FRFkPLiFX+3AEq/j7u7KsGE5v7hyuZzFi1eWOMWgtLl87T5OHj5vtezWfxWFPJu7YaFEPb2HQqHAw8OVOnVqIBKJ0GpzdjK1Wu1f/53zb2try3yvnYCAusTGJrBv3xE++KA1CQlJiEQirK0tkUpf3BY0Gg2HDh0nMTGZESP65yoEGBrmBI21a1enVq1qHD9+lsuXbxAY2AJfXx80GjWpqek4OeVt8RpyLZyflq7n5JE/qVa/NZ98uQZJAbv1D+6EIJHqsH/H4nx3w/4m6PQN0lIS8a3drLg/UoH3gK0rviQ++jGxkY+oFdCCpd9NKLO1zEwNWffLTBb/6s/yJTNQq9WMmbUOWycPnj28Q0pCLF0/yL+tq1gsolvvPvw2fwxf/nL8rVQMCGjTGwMjE7yqFNyiuTgoFTKS4iIJObUXHT19Ant+wr4NBQfDgqyVgEAxsXFwZeDEhbR9/pjtK2czYvRstm+Yj1arYffug7Rt2xx9vdL51dLT08PHx5uVK9czaFDvlzoFvWlu3g7H0e3lhggCZY+VrQsxsUn0H9cfQ0NDzp27xNate9DT00MsFiES5fwjFotzb3Zpaek0blwfExNj9PR00dPTRUdHl+TkZGxsrDh16gLnz1/C29uD5ORUsrNltGnTFFtbG2xsrLh8+QYpKan07t0ZXd38X9uLRCIsLc2JiYnLPfbvxgIxcSn0HzKVB3dv07hdf/634hhmloUrTRzfvYqPRn9caLAKcPjYeRoF9sXYrPDWsQLvH2qVknOHtxD+IISpM5cS2KZ4EoUlZdzILowb2YX/zV3D/ImdqFKrKQ/vXKb/kCHo6hR8b5j35Uh2bdtK5KM7uHj5vRFfi4NIJKJmow6lYis4aAfrf5qKRq2iWv3WfDRzJbo6YiFgFRAoC2ydPOg3Zi6Lv+hP0zZD6NuzLSkpqdy5czffLlclpVOnQPbvP0Jo6D3q1KlRanaLS7ZMwdbNW2nRdWS5+fA+Y2HjQKZMg4NDTqDXvn3LV86JiIjk6tVbyGQy5HIFsbFxxMTEIZVK0Wi0SKVSbG1t0Gg0WFlZolQq2Lv3MLVqVSMmJg5TUxN69+5SYLD6N0qlCkkBb+OeRSbQodNQKlZvyDfTfy0wX/Xf6OkZFOnNwtOnkZg7lk6qhMB/i4SYZxgYm2JpYcKqpZ+98fVnzRjK8EEfsGl7ENMnDaZlk8LbB4vFIuwdXUhNisPF6w05WU6EXj5BnYDm6OrrEx+fWKQdZSFgFRB4Dcyt7fl86SF2r53P1u1H2LtjCatW/UF2tqxUX+OLxZJyfw0fci0chUJBnWZdytWP95UWXUbw3eSubGpUh77dmxZpzj/brAIcOHAMLy8PPD3dcHS0x8bGirt3H2BoqI+7uysajYZVqzZQuXIFevUqeoFXREQkVaq8/JC2Y985Zkz/irotutK+7/hivea0cfTg1q17hY5RKFVcOBXElB/GFtmuwPtBUnwUi2b0Y8THo8vVDzdnG6ZP6FPk8abm5sRGPsKvTosy9Kr86TxkGsFBOxFLJLTpW7SGH0IimoDAayKR6lCrSUdSUlIwNTXBzc2Zo0dPFrsSW61Wk5CQyN274Vy6dI1Ll64REfEcmUzOw4ePcXMr30Kn8IfPsHf2eitzq94HrOyc+XDGcqZOmkJaeslkxbRaLRUqeFCjhj92djaIxWKqVKmIu3tOsZJYLKZLl/acOHGOjIzMIttNT8/AwsIsz7FV6w8yafwUug3/nA79JhT7uqnWoA3HDu4nK7tgDeS9B4OxsnPGxkEothJ4gVqtYvfqebT5oCNfTR9c3u4UixnTRnFoy1LWfjee6Ijw8nanzLCyc6FDv/G06z2myMWSQsAqIFAK2Dq6E/P8CQAffNCae/cevFKD8p9cu3aLH39cwY4d+7lz5x5paemkpqZx4MBRli9fg1gswtr69fU3X4cjR89g51w0qReBssGrSm1cvHzZtP14ieZrtdpXBo62ttbUrl2djRt3kpZWNCF+AwMDkpJScj9PmrGM2V/OZuzs36nWoE2JfHX2rIJYIiHs/rMCx2zaso/azUpH6kvg3UWr1fIo7Ao3Lx7j4OYlLJjYGVlGInNmjipv14pNQJ1KXLsWRDV/b36c1psDGxehLkH74telPNZ8FULAKiBQChgam6FSKsiWKYiJicPW1qbIBVLZ2TLOnAlm8OA+fPTRYLp3/4BWrZrQunVTRowYQGRkNDEx8WV8BoWz7Ld9XL98idY9Cu+VLVD2NGrXn9Wr15dobo7G46t3OgMC6uDvX5lNm3a+suuaVqslOzs7TzvivTu3MfHbzTh7ljy3NCbyIdmZaVT0yv/NQlp6NsGnj1G7SccSryHw7qJSKlDIZZw9tImfvxrCqnmjCT68Aakqkc8/n8ixg6uwtjQpbzdLhLWlCfO//ogTJ3fz/OE15oxuS2Js5Btb/9alIMZ08mbxFwOIj376xtZ9FULAKiBQSujpG5CekY2+vj7p6RlF0riEnFaX9va22Ni8vIMqlUr56KNBeHm5l7K3Ref67cd8O3sOH36+AkNjs1dPEChTqjdoS2J8LEdPXiv23KLssP5Ngwa1adSoPvv2HSYrq+AUhGfPnqNUqvJco8YmZjx/Unj+6avYsXIWH44eh4lx/rng2/acwq1CVcwsS94GWeDd48m96/z81VAmdvdlck9/Qi8dolePDpw+vYvjB3/lt2Uz6NWlSaHV+O8KXu72HN3/C2qlgotBO97Yut6+dbCydSL++SO+m9SVO5dPvrG1C0MIWAUESgldfUNS07Kws7PB1taaW7de3UcdIDExCUtLiwK/NzMzRV2OHed27TtFrUbtcfaoXG4+CLxALJHQod8Epk2bjVJVvOuiOAErgK+vD56e7pw9e5HY2Jd3+eVyOUFBZ6hTp3oe/dZ53/6PHStnl7gjzoGNP/Eo7BojhxS8e7p792FqlJLEjsDbj1yWxbGdv7J81nDat2vOo8dXuHn7LMcPrmTsyC6l0rL4bUQsFvHHxl84uW8dMc8Kf9tRWhgYmTJx/hY0WvDyqcL6n6ZwcPOSEnXIK02EgFVAoBTQaDRkpqdgbWUKQK1a1QgNzdlhUiqV7NlzkO3b93HmTDDR0bHExMRx5kww58+HEBJynYoVC9YwUSiUaLWQmppGXFwC8fGJBY4tbRKS0jl14jQO7pXe2JoCr6Z+qx7oGZry8YTvijT+7t1wVq/eyMOHT/O8ui8KzZs3RKVSsWPHfrZv38e9ew9ISUklPj6RHTv24+hoT/XqeTUj27WshY6uLpeO7yrWWvBXZ619v3Po6A4c7fPXVk3PkHEl+FSJ82MF3h1uXQzi4/ZufD64AU/Dgtm3bxPTJ/TBxFgfB7uCH/T/S9SpUYH2XbtzYs8aEmMLzukuTazsXJj6wy7S0jPRNzDi+O7fWDV3FEpF0WszShshYBUQKAXSkuIwNDLBwswIAFdXJ2JjE0hPz2DPnkOIRCL8/Cqh0WjYunUPu3cfICsrm6SkZO7eDUepLDjB3dTUBFNTY9av38bWrXvYunUPe/ceKvOe02HhkdSs1QYjc3vqNC2a7IjAm0EkEjHis+Uc2ruDB4+jXzk+ISEJBwc7Bg/uVejDUX5YWJjj51cZExNjnj6NJDj4CuvWbWHt2k0kJ6fSpk2zfHdt3Ty9uXr2z2KtBaDRqMnKTMPb3aHAMXsOnMPVyxdTc+ti2xd4t9iyfCYAX38zm6P7V1DV1718HSonhg7swrkjW/jfiGb8sXj6G1nTzNKOSQu20aTDIFQqFbdCThD7/PEbWTs/3v0kDwGBt4C46CfYObrlftbR0cHFxZGffvoFtVrNzJmTkUgkVKpUASsrS27fvpt7o69a1Zfduw/QvHkj/P1ffu1uZmaSq4n5dwvOJUtWkZmZhbGxUan4r9FouRn6hGMnQjh/4TIpSckkxMVQt3lnenz4v1JZQ6B0MTIxw8mjErfCnuDtUXBw9zfGxkZYWRWvG5RKpeLIkZNERETSsGE9fH1ftOVNSEhky5Y9Bc5t1bo5Z87fKtZ6ABKJFGs7F85fCitQaP3wkTP4/sd1KgVykOroMW7KDIb2b1verpQr9WpW4OHDy+z68xwTP/mEPqPnIJGUfQgnkUhp0WUYAW16oVDIyvUhUQhYBQRKgfioJzi7uuU51rVre8LC7hMWFp6nC5CfXyX8/F68Ynd1daJfv25s27aX9PQMGjSoXWCeoUgkQiKRYGpqQnp6BgYG+gV2GCoKGo2WU+dv8+mnX5GcGE9F/3p4+dWjirU9ABX9G5TYtkDZo6Oji1JRNvIzKpWKLVt2o6+vz7Bh/V7qdmVtbYW+vh7PnkXh6ur00vxbN8OQ6paseUZA294sW/FHgQHrpQtnGfn5oBLZFnh3UMiyycpIpV+vNq9s0fs+YGZqyJC+rZk3x43Qy6fwr/fqbnelhb6hMfqGxm9svfwQAlYBgVIg7vljvLzyBqwxMfFcvnyDWrWqvnK+tbUVAwb0ZPv2fVy9ehNnZ0eaNKlfYDGWk5MD27btRaFQ0LFjW3x8iqeP+jQynukzF3Px7ElE4pwingatewpNAd4x9PQNSUnNKBPbN2+GIpFI6datQ4HXReXKFQkNvZdvwCpXyFEpS1YsWKVmE9Yt3JnvdxdC7qFUKHB0L732xwJvJ+ePbqWSfw18vF++vt5nfvhpHh+PHEfnwVNo2LboXbTedYQcVgGBUiDu+SMq+Xjmfj5y5CT79x/G378yfn5Fq643MTFmyJA+DBzYCwcHO9av38apU+fJzMx6aWyrVk3o27cbdevWzLd6uzB+/f0gjRt3QqtjwYR5m5mz5hwBbXoJweo7iLOXH1eu3inS2MKkqf6JTCbn5MlznD17kWbNAgq9Lry83ImIeJ77WaPRsudgMO27juXKxQu07Pphkdb8N6YWNiQlRJOe8XKBx6+rtwsPV+8JGalJGJu8m1qqZUmH1nXYs/cPjm5fwYGNi8rbnTeGELAKCJQCMc8e4Fv5RcCakJBIu3YtqV27em7OX1EQiUSYmZlQr15Nhg7tS2ZmFr/+up49ew7mkbaSSCTY2FiRmJhcqCTWv5n34ya++3Yhn3z5G12GTsfWyUO48b/DuPvU4Ob1668cJ5crOHgwiLi4hDzH09LSuXUrjPT0F7u0167dIiYmnu7dP8DevnCN0/T0jL9k1zQs+20fNep25rPpX+NWpSFf/HwYe5eSdUYztbChco3GtG4/lE07TpItU/DT8p00bD6QI/t3EdCmV4nsCrxbtOgyjODTx7j34PmrB79n1PD35OihjYSc2k3QrpXl7c4bQUgJEBB4TdRqFQmxkfhVetEPWSyWoFa/nmadqakJ7du3omXLxvz220ZiYuJwcnpRXKNUKgkNvUdCQhJeXu4YGBSeL7h1zxlWLFnCpwt3YOPgVuhYgXcDd59qPAkPJSk5HUuLgnei9PR0qVq1CocPn2DAgB6IRCJSUlJZu3Yzzs6OBAWdxs3NBZFIxOPHEfTs2SnPtZYfN2/e4fTpYGxsrBgw/EvCQu/QcdA0qtRqWqyHtIIYOmURV87sZ968Hxk/eixelWvSrONwRtZohJ5+0brICbzbPLl/g+zMdIaNnM654yXr7vZfxsXZmt07V9O8WUcatxuArr5BebtUpggBq4DAa5KWHI+xqQVGhnq5xzQadanJTj1+HIFUKsXOzibP8djY/7d33+FRVG0fx78nIYXQQ6+hBUPvIE1QehHFCmIXxYKKigXbozyKvIJdUMResWFDHikqKL0K0muA0JNAQkkl5/1jV9yE3fSQIfl9rmuvJHPOnHPPyezmzsyZmSMYY6hTpybz5i3g0kszv4p20sQ3GXbP80pWi5CSIWUIb96Br75fwJ23DMq0boMGdVmxYg1JScnExh7lp59mc+GF7bjwwrbExR1n374DnD6dSs+e3ShTJvOLK44di+PXXxcSHl6f7dt38ffa1bTo2Idm7S/Ot23zLxFAh4uH0L7H5cTFHqZ8xar51racHz5/YywAG9csLeRInOuChjWpf0FztqxdfE4vwioMmhIgkkfxsUcoH/pvMmmt5cCBwwQHB2WyVvYkJCQyb94f9O/fM92ThNLS0li7dgOtWzenYcN6Xue5ZrR/z07qNvJ+1bWcvy5o2YVFi1ZmWc9a1y1q5s6dzzff/ESPHl248MK2gOvWaU2aNKJ58yZZJqsAO3ZEUqtWdQYM6Mnx4yeoX78usUcK5rStMUbJajHVomNvAMa/9EohR+JslSpX5uSJY4UdRoHTEVaRPIo/eoQKFf9NWHfudD1NKC0t70dYN2/eRmJiEhs2bCYmJpby5cuSlJTMmjXrsdbSuHE4s2bNO5N4ZKZ2/Ubsi9xMefctq6RoaNTiQqY+9z4JicmUDA70Wc/f34+rrx5MbGwsXbp0yNHc54wiIsJZu3YDH3zwBSVLBhEdE0eHXv1z3Z6IN1fe/iR7tq8jOuZoYYfiaPHH4ggMKtrTAUBHWEXyLCpyEzVr1gBcF1vNnDmHK6+8lNq1a+S57VatmnHjjdcQGlqB/fsPsmjRctat20i1alUwBlauXMuQIQNp3751lm3FH42lnI5UFTm1GzSjWq2GPDvhQ6y1nDhx0mfdWrWq06JF0zwlqwClSoUwfPiV9Op1EXfffRs7t/xN8w5F+3SknHv+/iXod+29zJ39a2GH4mg9e/fgz1mfFvjTDwubjrCK5EFKciILfvqIz6e/R1paGj/9NIfu3TtTq1bWTx7KDmMMVapUokqVf58uEh0dw9df/0jTphF06dIhWw8OiNx7mNgjB6lWK2eP5ZTzw7BRz/Pyo9cSG32Q8LBQBg7sQ5Mmjc6UJyQk5mmKSmpqKkC6aSlBQUGEhdVm3YZIAoNDKFWmXO43QMSH2g2asnPbRr764U+uuaxbYYfjSGNGXcOUV18hLuZQkT6DpoRVJA9W/jGT+o2a0Ll9BNu378LPz4+WLZsWWH9RUQeYMWOmz8e4erNrzyGuve4+Lho4nBIBvk8Zy/mrYtXa3D/+cyaMvpR33nmN2bN/Z/PmbVSvXpXdu6OIj4/nsstyfsreWsv69ZuYP38xfn5+DB7cL92Zg6079nPriDF0H3RDfm6OyBnlQqsw7J7n+b8XXuOqS7vqiVdeBASUIC0trcjfJUBTAkTyIDU5iSpVXafZN2zYTIsWTQrsvqb79x9kxoyZDBrUJ9vJ6slTSQwcdCMRrXtw2c2PFUhc4gxVatSl39V38+bb07n11mGEh9fn1KkEGjcO57bbhp91l4nsWLJkJUuWrOLqqwfTrVtHvvnmpzOnHX/7cx29el1Ji04D6D/0vvzeHJEzWnXqQ1JSEp9+rakB3ixZuZlSZcpRslTZwg6lQOkIq0gelK1Qmc2r/n3SVEBAQIH0s337Lj744AsGDepD/frZvy3VE89OpVrtcAZcd3+BxCXO0mPwLTw78hMWLt/CwN7t89RWdHQMCxcu5fbbb+D06dNs3LiNdu1aYozhSEw8I269h+H3vkDLTn3yKXoR7/xLBBDevAO7d+8v7FAc6atv59Kmq+9HKBcVOsIqkgdHDkRSsZJrfmlq6ukzc/3y22+//UnVqlVYsWINK1f+le6pV76s/Gsb3375GdfcOa5AYhLnCQwK5opbH2fsY+NITsnbvhgaWoEmTS7g55/n8umn31C5ckU6dmwDwENjX6VJm4uUrMo5U75SDbZu21XYYTjS8qXLaNzmosIOo8ApYRXJg/XLf2XIZb3Zs2cfhw4dSXehS345fvwEp04lcM89t3DDDVfz99+beOmlKcydu4CkpCSv6xyOjmPknY8x8LrRRXoSvpytTbeBlC5fmSfG5e1xjX5+fgwY0ItGjRoyZMgAevbsRmBgIK++NYOlC/9gyG1P5lPEIllrd9Gl/D7nZ6IOxBR2KI6TlJRIUBGfvwpKWEXypFTZCsQfP8m6dRto27YlgYH5f1HT7t1RhIXVxt/fnwoVynPzzUMZNWoEKSkpvPvuZ0RG7klXf+uO/VzS+zrqNW7PRQN1MUxxY4zhhtET+fKTj1i8YnOe2vLz86NDh9aEhdUG4PmXP+e1l17mzqff1V0B5JyqWLUW7bsP5r8T3i+wPo7GneSzr3/jppH/5ZL+d9Cp+3BathtM5x7XM33Ggny5t3Z+i449zv49O6hZL3vXNZzPNIdVJA+q1KzPlq27aNusK4cPRxdIH3v37kt3ZbYxhpCQkgwY0Itdu3bz88/zaN++NR06tOaj6fN46rEn6XvN3Vxy+W1Ffk6TeFehUnVade7LgoVr6Nw+Is/tpaVZHhz7BrN++pEHX/yGytXr5EOUIjnTseeVfPHGo8DDeW7r4OFjfPr1b8QdO0paWhp/LljE1o1/UbdRCxq36U6nvj0IDilNcEgpDu+L5L/jXuTB+x4gtHJ1ht94PfeNvCLd47gLy8tvTqdFh54EBYcUdigFTgmrSB6UDClLbOx+6tWrw/Lla7DW5nuSmJqaSlCQ9w/GevXCuOGGq/n4468ICAziycee4K7/vEf9iDb5GoOcX04ej2Pt0jlcOTjv9608EhPPiLueZc+e3YyZ9C1lK+T8bgMi+cGmpWFM7k8MJyWl8PPcFcyc9TtzZn5P/cZtqVqzHqdPp9K5/03c+vg0gkuWOmu92g2a0abbQE4eP8aB3Vv5ZcZUXhz3NCtW/0HDeunvuX36dBpRB2IIq1Xw75PPv53PJ++/y+gXphd4X06ghFUkD7asW8SIW68lNLQCxsCWLduJiAjPt/attURHxxIeXj+TOq4Lvl6d8iURLTsrWRVKlipDqTLlKVM690dddkcd4d2PfuKT99+jRcdePPDCl0X+Po/ibIf376JSldw/rW/Mk5P5dc4cWncdwONvzCK0Ss1sr2uMoXTZCoQ370i9iNY8PKwN9z/0At99+TKBAa5UKi3NcuMdz7Bm5XI2rv0l13Fmx9QPfmbihImMeGwyNeteUKB9OYUSVpFcSk5MYMfGVVzW/1WMMXTu3IFt23bma8J69Fg8a9Zt4+abh/qsExgYwHcz/yAm5hijxn2cb33L+cvPz4/Grbsx/4/lXDGo81nlySmpfPvjQvbuO8S+fYcICg6kRdNwNmzaSVTUPlYuXUL8sWhade7LXU+/R1ijFoWwFSL/Wvrrt0yf8hQPP+77Yr/D0XGtQFD+AAAgAElEQVT8sfhvDhyMZveefdSvV4e6YdXZs/cgR48d54evp/Pgi19RrXbDPMVSIiCQFz9fydTn7uDWu/7Lp+8+y4FDRxn98EQWL/iVtLSs7+KSF8kpqbz+2mSG3/d/XNDy7Pd3UaWEVSSXVi38mYjmbQmtUAaAlJQU/Pzy9zrG5au388mHn5BCCI0jGjCwbyca1P33qv+0NMvk935i/74DPP7Gz0X+xtGSfeUrVeeTaeOpX78Ot10/AGstk9/9ntWr/2bF4gVUqlqLqrUbULZCVU7HHGfxoi8IrVITa9Poe+0o2nQdSGBQcGFvhggARw7spnbdcJo2PvtsU/zxBKbP+J1JEyZRoUpNyodWoULlWvy1dh7HYg5SoXINAoNLcuODk/KcrP4jIDCYEY9N4cFrmhM7cQzde1xJ4zbdqVwjjCZNG7No+Sa6dCiYC6H+++LHlK1QmYjWXQuk/bxKSUli69ol1G/SlpIhZfKtXfPPU0u8Fhpj35q1O986EykqrLVMuG8gj40dzbAre5CcnMy0aZ+e9ejKvNq+6wCdOvYiNSWZpu26s2vzX0Q0b0tSYgJNmjVl2eJFWFxXhddu0Czf+pWiYeOqBfzy1WROxsWQmJhAnYbNaNKmOw2bdaB6nfw7EyBS0BITTrL8t+/435dv0LZjF666oj8BASU4fOQokyZMJLRKDTr3GUqn3lefs5istbzx5PVE7dpMWMOmXH7L4zx3T1/KV6xK9Vp1WTz/03zvMy3NEtGsF7c9NoWw8Ob53n5+2Lj6D9548gbCwltw++NTqFi1drbWCyhhGNGnDtZarxeCKGEVyYXtG1bwyStj2LhuNv7+fqxbt4GtW3dy1VWX5ntfR4+dYNRDL7J8ySIeffkHNq7+g5DS5YjcupY6DZvRvENP3Q1AfLLWsmn1H5QqU0Gn9uW8l3jqBLO/mkzUzg2cTk3FYuk/9D4atehUKPH88/6qVD2M/4zoDkB4s45E7dpI5K7lZ+a35pf3PvmFlya9xlNvzXPs5761lpcevord29YRHFKaVhf2Zvj9L2a5nhJWkQLw4aTRdGjbmHGP3wLAqlVrOXQomgEDehZIfzsiD9K1c38mfbUWf3/N5BERcZpTJ+IILlmaZb/N4KdPX+ZEXAx33PsA4x6/FT+/vCeXCYnJXBBxEXc/8z51L2iVDxEXnNgj+5k05kruHHU3r0yYwHMfLs7y3s1ZJax6cIBIDiWcjGfdsnnccctgAPbsiWLRouU0bFi3wPqsXrUCjZq2Ysp/bi6wPkREJPdCSpfDz9+fTr2vZvxHS3hm2ny+/Owzfpq9LF/anzl7GVVqhDk+WQUIrVyDe575gMmvvkpiwgm+e388qxfOIi0tLddtKmEVyYGEk/H8/NmrtGjbmVrVKwKwYMESeva8iEaNGhRYvyElgxj//CPs37OtwPoQEZH8E1q5BpdcfhuffPp9vrS3eOlfhLc4f+4KULNeBDeMnkhAUDCLZk9n2vi7mPft1Fy3p4RVJAfWr5zPX4t/4eknR51ZlpaWRrlyBXt1/vETidx11yMMGHpfgfYjIiL5p3HrbixfvICtO/bnav24+FNs2LKHJSu28NucOZStUCmfIyxYTdtdTMOm7WnRtgst2nVh1Z8zOXLANdV02/rlzJsxjdgj2RsbTYYTyYGQUmWpGVY/3eMuQ0PLc/jwEWrVqp7Jmrl34NBR7nngBarVbkTX/tcVSB8iIpL/qtVuSN+r76J//2Fcfd1wBvXvStOIMCqUcz1RKyX1NGOfmcp7k1/h9z/n0KpZPQCi9sfwn+en8suPMyhZqgwBgUE0bduDTr3O3V0Q8oMxhrqNWlG1vOG5p+7ggcde48UHL8ffvwR+fn6ULFUaa9PofeXILNtSwiqSA6FVarJ/zy7S0ix+fgZrLWXLlmHHjkjatMndFdjHTySyYfMeatWoiL+/H7v3HmFP1EH27D3InLnzWb96Kc07XMKwe8c79qpQERHxrueQEdRu2Iw1C3/mxzvGEHMoirCGjenZuxfLl63gVEISAKMfeo4xD44kJCSYO26/jxYde/PE5F8IrZx/t0osDNEHIunQoiulQoJ45/VHSH7pQSL3HKZyxbJ06noFjZpn7w4PSlhFcqBa7YacTktjzd87aNuyIZs2bWPz5m0MGtQn121++tU8nnr0EYJDSpN2OpXyFatRoVI1yoVWJaJtH4bd/0q+3nxZRETOrUbNL6RR8wsBSElOZNv65axbMpsqdZowaPgDJCacZO2S2Yy+/1GSEk5x3b3jad2lfyFHnTfJiQm8Ne42Yg7u4dJXHzmz3KZZXn/rS3bt3EVQcAi1G2bvHuJKWEVyIPbwPlKSEwkMCgBgy5btdO7cnpo1cz8doEPbCMqWr8T4j5fmV5giIuJQAYHBNGlzEU3aXHRmWaky5enc51o6XDyE1NQUgkuWKsQI88ex2ENsXbeUy4feyPETCWeWT58xn99//ZUeg26i7/Au2X5CpC66EsmB375/l8uuGkrziDCstezevZe6devkqc2lKzZSVzd0FxEp9koEBBaJZDU5KZEqNery5JTZnEwJZvCgYUQdiAFgwZ8rqF2/Cd0GDKdKjbrZblNHWEVyYO/29dx4retK/ZiYWIKDgyhTpnS214+LP8UrU76mY/tm9L24DYlJyezbd4jD+/WADhGR4ujw/ki+/+AFKlevS+su/alRN4LILWuI2rmJtLTTdOp9TZY33XeKhFPH+Wbqs6xZ/AvPTJtPUuIpBl3/IGsW/Y9FSzcQHBzI73Nm8cSbv+S4bSWsItlkrWXvrs10aHMBACkpqQQGBuaojUeemsyqlav46ovpjIg9THJiIrXqN+bau8YVRMgiIuJwh6J2ELllLc2bhvPhpNHEHNpHWHgTGjdpzOoVKyhXsSrtuw8u7DCz5fcfPiD5VAzdLunHuJE9SUw4SctOfTm8P5LAoAAeuO9hbnhgEqXLhea4bSWsItkUc2gvJUNKUa5sCADly5fj6NE4rLXZvnq/fPkyNGjSnstufpTIrX8RFt5Cj1oVESnGIlp3pWSpMkRcUJ9XXphNQmIypUKCABh2y1MknjxeyBFmz8ZVC/jth/f56JNptGhaj1lzLmb9xm2s/msrteo3ZtTIUQy7Z3y6ubs5ob+UItkUuWUtNWrXo269dlzQrC333nkN5cqVzVHC2uvijtx8w+2sXTKHIwf38PRbc6laq34BRy4iIk4VEBDE1SOf4e23nuOuWwedSVajY4+zevkShjS7pJAjzFpiwkk+f/NxXp/8Kj0vaglAWJ3qPDn2Se577lOq1wnH+Pnl6QCNLroSyabILWs4fTqFsIbN2bbxL1JSUmncODzbVzgC9O7RmhcmTeDQvp2UKl2Oo9G5e/qJiIgUHQ2atCX6YBTLVrsev3007iRXD7ufwOAQWnXuW8jRZS728D5efexaOnXrwRWDXI+OXbV2OzffOJLh906gdoOmlAgIzPPZRCWsItl0/NgRtm1cS7nQqpSrUJk2rRqzc+duUlNTs93Gi69/yVNjn2bkk+8w4dMVRLTqWoARi4jI+SAgMJgrRzzFbbeN5sXXv6R3v5vYsXVTtm+qXxhSkhOZ/eVkxt83kIGXDuCjqU8DsGlbFIMGXMNlNz+ar8m2pgSIZFPXATfQuutADkXtpFJoKcLD6/Hnn0tYseIvOnVql602PvngE0Y+OZX6jdsWcLQiInI+6dT7ahJOxrNg4VouaH0RDw5/MEdn8M6VmEN7WfjLdJb9NoPwiGb875evad44jNijx3l58ld89823JJ46TplcXFiVGSWsItn0/ov3YoC4o9E8P3Ei/v7+lChRgqio7J3WT0pK4dCB3dSoG1GwgYqIyHnHGEPPISMKO4xM/b3sVz557RH6XXo5H3w4he6dm54pG3rjIySf9mPYqBcoW6Eylarl7R7lGSlhFcmGuNhDpCQlsnvXMtb8vYPmjetijKFmzers3BmZ6YVXM2cv5513p3PsaCz1L2hVJG4KLSIixcvsr6ew4KePee+DKfTu0Tpd2V/rd7Fx3Sqe/3AxQcEhBdK/ElaRbIjcuo6GEc3x9/ejXavwM8sTEhLp1q2Tz2R17LPTmP7pxwwYeh8XlC5HgybZmzogIiLiFOuWzePPWZ/y++/fElar8lnljz4+kb5X3VlgySooYRXJ0pEDu/nmnWe5a9Q9Z5UdOxZH2bJlvK4XfzyBj9+dyuNvzKJi1VoFHaaIiEiBWDx7Ok1btOaHnxfS5cLmtG3ZEIDtuw7w8OMvs3vnDq5/6M0CjcF5s3lFHOTUiTgmjbmSChUr0aB+TeKPJ5wpO3nyFEePxlGzZjWv68afOEVwyVIsmPkRp1NTzlXIIiIi+Wrg8AcoEVKZWXOWMOTyG+jc43p6DhhJj+6DKVmuFo+9PpOAwOACjcFYa30XGmPfmqVnnEvxlXb6NCvm/8DqRbNYt3Quo8aM5b9P3ArAwoXLiI09yuDB/Xyuv/9gLDfeNpYdWzZQv3EbBl3/ENXrhPusLyIi4mSJCSfZsWEFKclJ1GnYjNAqNfOl3YAShhF96mCt9TrHTlMCRDLh5+9PtdoN2bVpNaPGjOWZx24GIC7uOKtWreXmm4dlun6NaqHM+eltNmzeQ/9+V9FzSPw5iFpERKRgBJcsRdN2Pc55v0pYRbIw64vXuOv++xn7wL/J6enTqfj7+1OunPf5q542bdvLc//3DuUqVqVeRJuCDFVERKRI0hxWkUyciItl69/LuGfE5WeWWWtZt24jNWtWz3L9V6bMoG+fq/AvWYXRL3zh824CIlI07Ni4kvuHRDDn67fZtPpPTp2IK+yQRIoEHWEVyYTx88cYKFumJABpaWl89tm3AFx6aZ9M142OPc4rEycy+oUvqFWvcYHHKiKFb/Hs6XTr2Z/EY5G8O2EKEa26cPvjbxV2WCLnPSWsIpkoWaoMSYkJJKekEhjgerscOHCQhx66G39/f5/r/b1xN48+MYkWHS5RsipSzCz98zcAkpMSaN/jskKORqRoUMIqkgk/Pz9KlSnPxi17adWsHn5+fgQHB7N//yHKli3jdQ7rf174kA+mvk2XvkPpfdXIQohaRArL1Xc+y4DrRhMUHEJgcAiBQQV7qx+R4kK3tRLJwuyvprB59W8sWfA5AOvWbWDBgiUkJiYyZsw96ealJiQmU6tmC559d36enqOclHiKoOAQYg7t5UT8McLCm+d5O0RERJxKt7USyaN6Ea1ZOu/rMz+3aNGUpk0jeOmlKSQlJRMcHHSmrGRwIHXDmxF9cG+uEtadm1Yx6/PX2LRmITXqNuJo9EECA4Np0KQtNz/8Gv7+esuKiEjxo79+Ilk4efwYIaXLpJvH6u/vT4sWTfniixlUrlyRoKAggoICiT+RSO2w2kx+5haefmselatnP2lNTkpk4kNXUKVGGKXLVSAoKJALmrbi0IF9xB+Lxs/P95xZERGRokwJq0gWWl7Yhy1/LaRp8z6MuOsORt0+hFIhQfTqdRE7d+4mKSmJ5au38OHH37Nx7XKMnx+nU5L53/TXufGBSdnuJyAwiCG3jmXPtnV07X8da5fMJrRKLS65og1hjVrqllgiIlJsaQ6rSDYkJZxi9JWuq/1Llw3l+Ref58ZrewEwc/Zy7rj1TlJTk+l32bW0ankBr7/8Kv2H3kf3QTcWZtgiIiLnBc1hFckHQSVDGPnkVKY+N5IT8bGMvvsennmyKp269yIlKYHA4JI8+MBYxoy6mujoGOJj9vPuey8T3vxCaoQ1KuzwRUREzms6wiqSAwf2bGXqf0eSnJxAyVJlORZziFMn4mjapiu//jyVoKAAoqNjmDFjFqdOl2Li+PG0vLAXF192KzXrNsYvk3u3ioiIFFdZHWHVo1lFcqB6nUY8MeUX+lx1JyfjjxLeuAX/98qrLJj9LkFBAWfqJSUl0bNrBJ99NoWE44eZNv4uHriqKRNGX8qWtYsLcQtERETOPzrCKpJLKcmJrJj/I799/x5HDuymSo0wLuzchWHX9Cf6cBSxR+OZ8f2vrFq2iHrhTQE4fCCKh1/+jsrVwwo5ehEREefI6girElaRfJBw6jiH90Wy+s+ZrFs2l9jD+wkICqbdRYPoc9Vd7Nu1Gf+AAGrUaUT5StUKO1wRERFHUcIqUkistboVlYiISDZoDqtIIVGyKiIikj+UsIqIiIiIoylhFRERERFHU8IqIiIiIo6mhFVEREREHE0Jq4iIiIg4mhJWEREREXE0JawiIiIi4mhZPjjgHMYiIiIiIsXXbmttXW8FmSasIiIiIiKFTVMCRERERMTRlLCKiIiIiKMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoSlhFRERExNGUsIqIiIiIoylhFRERERFHU8IqIiIiIo6mhFVEREREHE0Jq4iIiIg4mhJWEREREXE0JawiIiIi4mhKWEVERETE0ZSwioiIiIijKWEVEREREUdTwioiIiIijqaEVUREREQcTQmriIiIiDiaElYRERERcTQlrCIiIiLiaEpYRURERMTRlLCKiIiIiKMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoSlhFRERExNGUsIqIiIiIoylhFRERERFHU8IqIiIiIo6mhFVEREREHE0Jq4iIiIg4mhJWEREREXE0JawiIiIi4mhKWEVERETE0ZSwioiIiIijKWEVEREREUdTwioiIiIijqaEVUREREQcTQmriIiIiDiaElYRERERcTQlrCIiIiLiaEpYRURERMTRlLCKiIiIiKMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoSlhFRERExNGUsIqIiIiIoylhFRERERFHU8IqIiIiIo6mhFVEREREHE0Jq4iIiIg4mhJWEREREXG0EpkVVjLVbDLJvisY4/ritcznDz7b8V2e3XZy0mcmC7NYNV2FLOt6q5eb2P5lsx1nztvOybbZbLeZmzg865r0/eVLm5kXe+2rALbzXPWTZd/nqE9v6+Tr7zWf1rfnajxytb7HiBXi7y3L31wuPia9VTRZ7yH/1s2yI+s7nizjPTuOrP90eY89sz9pWa7jtZ2crJPd7fi3Xt7a8VHXS19e+8ly23IRp5e+XX35Xt/Xrzrz9rOILR+3LdP9w+cyL9uW7n1wdgvZ7yerdY3X5avWJc221vbz0mTmCWsyyXQ0PcH8eyDW+HlujZ/PZaRb5hGYn99Zy/C6zGOdLNo8872f39nLvNXzbMtkP3avbXqpa9OVZ9JOLtc5U9fz+Li3cnN2ufW5jrc+M7SXoU9v/VhvfaZb9k87XvpO12c22/ERu9c2/bws89JP+ja99eNlmc82PetmMl5ZblvO48gyTs5elqtty2scuWkTL+W5GcN0fdqzy3PQZvrv7dn9ZNaOZ/9ZjEe65MTrGJ5dbrLbj6u1s5YZL+uY7PbjUdfkoE3jbZmXdvy8lntPQvy8lPuRvTazWuZHFuVevve2ft7XSTt7HXy16arr77XNs9sB8M+kPH07Xsq9LHOtl3ZWnGeWefTjj5fYvS7zFfs/2+tR7q1Pj/X9vcbuGZO3MTy7n3TrY72UZ7X+2b9rzza9l9t0X13lnL0OHsvSlRsv5f8sM2fV81zubzyX+Z29jkde6efRg3/1bZXwQVMCRERERMTRlLCKiIiIiKMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoSlhFRERExNGUsIqIiIiIoylhFRERERFHU8IqIiIiIo6mhFVEREREHE0Jq4iIiIg4mhJWEREREXE0JawiIiIi4mhKWEVERETE0ZSwioiIiIijKWEVEREREUdTwioiIiIijqaEVUREREQcTQmriIiIiDiaElYRERERcTQlrCIiIiLiaEpYRURERMTRlLCKiIiIiKMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoxlrru9CYX4BK5y4cR6kERBd2EOcpjV3uaexyT2OXOxq33NPY5Z7GLveK8thFW2v7eSvINGEtzowxK6217Qo7jvORxi73NHa5p7HLHY1b7mnsck9jl3vFdew0JUBEREREHE0Jq4iIiIg4mhJW394p7ADOYxq73NPY5Z7GLnc0brmnscs9jV3uFcux0xxWEREREXE0HWEVEREREUcr9gmrMaafMWaLMWa7MeYxL+VBxpgv3eXLjDF1z32UzmOMqW2M+d0Ys8kYs8EYc7+XOj2MMXHGmL/cr6cLI1YnMsZEGmP+do/LSi/lxhjzunu/W2eMaVMYcTqJMeYCj33pL2NMvDFmdIY62ufcjDHvG2MOG2PWeywLNcbMNcZsc3+t4GPdm9x1thljbjp3UTuDj7GbaIzZ7H4/fmeMKe9j3Uzf20Wdj7F7xhizz+N9OcDHupn+PS7qfIzdlx7jFmmM+cvHukV+vyvWUwKMMf7AVqA3EAWsAIZZazd61LkbaGGtvdMYMxQYYq29tlACdhBjTHWgurV2tTGmDLAKuDzD2PUAxlhrBxVSmI5ljIkE2llrvd5Lz/2Bfi8wAOgIvGat7XjuInQ293t3H9DRWrvbY3kPtM8BYIy5CDgBfGytbeZe9iIQa62d4E4IKlhrH82wXiiwEmgHWFzv7bbW2qPndAMKkY+x6wP8Zq1NNcb8H0DGsXPXiyST93ZR52PsngFOWGsnZbJeln+PizpvY5eh/CUgzlo7zktZJEV8vyvuR1g7ANuttTuttcnAdOCyDHUuAz5yf/8N0NMYY85hjI5krT1grV3t/v44sAmoWbhRFSmX4frQstbapUB59z8J4tIT2OGZrEp61to/gNgMiz0/zz4CLveyal9grrU21p2kzgW83si7qPI2dtbaOdbaVPePS4Fa5zyw84CP/S47svP3uEjLbOzcecc1wBfnNCgHKe4Ja01gr8fPUZyddJ2p4/6wigMqnpPozhPuaRKtgWVeijsZY9YaY/5njGl6TgNzNgvMMcasMsbc4aU8O/tmcTYU3x/c2ud8q2qtPQCufzqBKl7qaN/L2q3A/3yUZfXeLq5GuadTvO9jKor2u8x1Aw5Za7f5KC/y+11xT1i9HSnNOEciO3WKLWNMaeBbYLS1Nj5D8WogzFrbEngD+P5cx+dgXay1bYD+wD3uU0GetN/5YIwJBAYDX3sp1j6Xd9r3MmGMeQJIBT7zUSWr93Zx9BbQAGgFHABe8lJH+13mhpH50dUiv98V94Q1Cqjt8XMtYL+vOsaYEkA5cne6o8gxxgTgSlY/s9bOyFhurY231p5wfz8LCDDGVDrHYTqStXa/++th4Dtcp8M8ZWffLK76A6uttYcyFmify9Khf6aWuL8e9lJH+54P7gvQBgHDrY8LQLLx3i52rLWHrLWnrbVpwDS8j4n2Ox/cuccVwJe+6hSH/a64J6wrgHBjTD33UZuhwI8Z6vwI/HOV7FW4Jt0X+//63PNp3gM2WWtf9lGn2j/zfY0xHXDtbzHnLkpnMsaUcl+ohjGmFNAHWJ+h2o/AjcblQlwT7Q+c41CdyueRBu1zWfL8PLsJ+MFLndlAH2NMBfep2z7uZcWaMaYf8Cgw2Fp7yked7Ly3i50M8++H4H1MsvP3uLjqBWy21kZ5Kywu+12Jwg6gMLmv9hyF68PYH3jfWrvBGDMOWGmt/RFXUvaJMWY7riOrQwsvYkfpAtwA/O1xm43HgToA1tq3cSX4dxljUoEEYKiSfQCqAt+586oSwOfW2l+MMXfCmbGbhesOAduBU8AthRSroxhjQnBdRTzSY5nnuGmfczPGfAH0ACoZY6KA/wATgK+MMbcBe4Cr3XXbAXdaa0dYa2ONMf/FlUAAjLPWFquzSj7GbiwQBMx1v3eXuu8eUwN411o7AB/v7ULYhELjY+x6GGNa4TrFH4n7/es5dr7+HhfCJhQab2NnrX0PL3P2i+N+V6xvayUiIiIizlfcpwSIiIiIiMMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoSlhFRERExNGUsIqIiIiIoylhFRERERFHU8IqIiIiIo6mhFVEREREHE0Jq4iIiIg4mhJWEREREXE0JawiIiIi4mhKWEVERETE0ZSwioiIiIijKWEVEREREUdTwioiIiIijqaEVUREREQcTQmriIiIiDiaElYRERERcTQlrCJFjDHUNIZ3jCHKGJKNYZ8xTDOGWhnqVTaGKcYQaQxJxnDIGH41ht7GUNcYbBavZzzqtfMSx+vGcNoYbs9m3C2N4QdjOGgMicawxxi+NYYwjzrd3TFGG8MpY9hhDJ8ZQ1l3PFnFXNdH3551ThnDTmP43Bi6ZqiX2bj086gXYAwPGcMqYzhhDPHGsM4YJhhDbY96H3qsn+re5reMoUKGfiN99DkhJ3H52PZWxvClx7hvd8fVPLttG8PNxnAikz587msedeYbw5u+fvZYnq4vYwgxhvHuuBPd+8YiYxiW2XaLyPmlRGEHICL5xxjqAYuBXcBNwDagAfA8sMIYOllLpLv6t0AIcBuwHagCdAcqAr8B1T2avgu4FWjvsewEUMlHHEHAcGACMAKYlkXclYFfgdnAQCAGCHN/X9ZdpwnwC/A2MBo4CTQELgeCgEnusn/MB2a6l//jSCZh3O6uHwTUxzV+fxjDo9YyMUPdfsDaDMti3XEGurejFfAssBA4huv3MBB4yB3/P+YBN+D6PG4CvA+Uh7MSrnHAWxmWZUwSfcbljTEMwrUf/BPDdly//ytx/e4G5rbtDDLb1/LqbaALcD+wHggFOrq/ikgRoYRVpGiZDKQBvazllHvZHmPohSt5nQwMNJVgCGgAAAXrSURBVIbyQDegt7X86q63G1jh0dbBf74xhuPAaWv/XeZe7jVhBa4AInElyvcaQzNrWZ9J3F2ACsAt1pLsXhYJLPCo0weIsZYHPJbtBOZ4/Ox55C0VOJEx5kwc86i7G/jdGPYDLxjDd9ay3aNuTCbtPgBcBLSzljUey7cDs43BZKif5NFWlDF8Cdzspd3j2diWzOJKxxhCgA+A2dYy2KNoF7DSvY/kqu0M/WRnX8uLwcAYa5np/jkSWJ1PbYuIQ2hKgEgRYQyhuI6CTfZIVgFw/zwF6O8+3XzC/RpsDMEFEM4I4FN3vzPcP2fmIK7Po6u8JHSedSobw8X5F2aWXsIV1+U5WOc6YG6GZPUMa7G+VjSG+rh+hyk5CTKX+uI6Qj7BW6G1HMunfgp6XzsI9DOGcgXQtog4hBJWkaIjHDDAJh/lG93l4daSiuso3vXAMWNYYgyTjKFjXoNwJ13dgC/ciz4GrndPE/DKWpYC44GPgFhjmGMMjxuP+avA18DnwG/uOZA/GcOD7ukEBcJaYoDDuKYIePrDPTfV8/VPwtQI2OJZ2Ri+8Ki3IUNb/dzLE4AduKYF/J+XcJ730uegHMSVUbj7q6/9JaOctH1GQe5rbnfgmgIQbQyrjeFNz7mxIlI0KGEVKXp8HcEznuXW8i1QA7gU+B/QGVhqDI/nsf9bgV89Th/PB06RxVFKa3kCqIYrAfkb13zHjcbQ011+2lpuAWoBY4A9wMPAZmNomseYM2M4e0yvwzVH1fN1PJM2HnDXeQMolaHsD3dZB3f5LOB1L2287KXP3/MQl68j2b7kdJvPKMB9DWv5A9c/FJcAX+H6h2GOMUzNa9si4hxKWEWKjm24EitfyVtjd/mOfxZYS6K1zLWWcdbSGXgPeMZ94VCOGYM/rqNpfY3rqvdUIBlXkpnVtACsJcZavraWh9zxRgJPZaizz1o+sZZ7cB2NTMOVuOY79xzdyrjmynqKspbtGV5p7rKtQESGmA+658DGeOnmlHv9v63lPlwXJz3lpV6Mlz5P5iCujLa6vzb2UZ5RTto+Sy72tXjwegS3PBCXoe0Ua/nTWiZYSx9c43eHMd7vCiEi5x8lrCJFhLXE4ro6/W73BTVnuH++B/ifu54vG3FdjJnbuYb9cF353Y70R+IGAT1zkkC4L77aAZTOpM5R4EBmdfLoIVwJ8Q85WOcLoLfxcquvbHoWeNQYauRy/eyaA0QDj3kr9HLRVX7Lal/bArTxMqe5DRmmXPhoGwpuvxCRc0x3CRApWkbhuq3VPGN4kvS3tTLucoyhIq45oe8D63Cd2m0HPILrdH58LvsfgSspzniV9npj2IJrusDTGVdyz8UcCkzHdeTP4Dp9PAD4j7vOSFzJ73e4Etlg4EagOfBiLuP1VN4YqgGBuMbsJnf7j2S4QwBARXddT3HWkgC84o57njE8C/yJ68hqQ+Ay4HRmQVjLfPc81yeBuz2KynjpM8HadEcbM4srYz8njWEE8LUx/Ay8imt/CQWG4EoMPW9rlVXbfsbQKkN5Kq5/KHKzr72Fa399wximAYm4xnUYrnEEXPdrxfVPwkpc49wE13zoLWR/fq6IOJ21Vi+99CpCL7C1wU4Duw9sCtj9YN8FW8ujThDY8WBXgD0K9hTYbWBfBhvqpc0xYCO9LK8L1oJtB7aqu7/rfMQ1DuxesH5eyuqDfRvsZrAnwcaB/QvsaLDGXac12I/A7gCbADYG7FKwN/jobz3YZ7I5ZtbjlQh2F9gvwF7kY3u9vUZ41AsE+zDYNe6xTQK7BezrYOt71PsQ7Ewv8VznXifM/XOkjz4/zUlcPra9LdivwR5y97nDHVfT7LYN9mYf5dHZ3dfAzgf7ZobY2oOd7Y4tDuwysJdnqDMW7EJ3X4nusZoGtnZhvxf10kuv/Hu5/xCIiIiIiDiT5rCKiIiIiKMpYRURERERR1PCKiIiIiKOpoRVRERERBxNCauIiIiIOJoSVhERERFxNCWsIiIiIuJoSlhFRERExNGUsIqIiIiIo/0/QgXMgC7zjokAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = (12,8))\n",
    "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n",
    "plt.scatter(SH_data.LON, SH_data.LAT, c=SH_data.OSST, transform=ccrs.Geodetic())\n",
    "ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.BORDERS, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.95)\n",
    "ax.set_extent([-150, 60, -25, 60])\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c= 'blue', fontsize = 14)\n",
    "plt.title ('SST on ship tracts', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('OSTIA SST DEGREE CELSIUS', labelpad=20, x=0.50, rotation=0, c = 'blue', fontsize = 14)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A plot of the SST on ship tracks from Europe to Greenland showing the longitude, latitude, and colored by OSST temperature. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (12,8))\n",
    "ax = plt.axes(projection=cartopy.crs.PlateCarree())\n",
    "plt.scatter(SH_data.LON, SH_data.LAT, c=SH_data.OERR, transform=ccrs.Geodetic())\n",
    "ax.add_feature(cartopy.feature.LAND)\n",
    "ax.add_feature(cartopy.feature.OCEAN)\n",
    "ax.add_feature(cartopy.feature.COASTLINE)\n",
    "ax.add_feature(cartopy.feature.BORDERS, linestyle='-', alpha=.5)\n",
    "ax.add_feature(cartopy.feature.LAKES, alpha=0.95)\n",
    "ax.set_extent([-150, 60, -25, 60])\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c= 'blue', fontsize = 14)\n",
    "plt.title ('SST error on ship tracks', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('ICOADS-OSTIA SST DEGREE CELSIUS', labelpad=20, x=0.50, rotation=0, c = 'blue', fontsize = 14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A plot of the SST error on ship tracks from Europe to Greenland  showing the longitude, latitude, and colored by OERR . "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis on the Drifting buoy (DB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "DB_data = DB_data[(DB_data.ICflag == 1)] #filter out only ICflag = 1 for data analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    20361\n",
       "Name: ICflag, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DB_data.ICflag.value_counts() #ensuring the ICflag == 0 are not included"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 20361 entries, 0 to 20416\n",
      "Data columns (total 21 columns):\n",
      "YR        20361 non-null int64\n",
      "MO        20361 non-null int64\n",
      "DY        20361 non-null int64\n",
      "HR        20361 non-null float64\n",
      "LAT       20361 non-null float64\n",
      "LON       20361 non-null float64\n",
      "ISST      20361 non-null float64\n",
      "OSST      20361 non-null float64\n",
      "OERR      20361 non-null float64\n",
      "SI        0 non-null float64\n",
      "ICflag    20361 non-null int64\n",
      "DS        0 non-null float64\n",
      "VS        0 non-null float64\n",
      "WDIR      0 non-null float64\n",
      "WSPD      0 non-null float64\n",
      "SLP       11118 non-null float64\n",
      "AT        0 non-null float64\n",
      "WBT       0 non-null float64\n",
      "DPT       0 non-null float64\n",
      "CLT       0 non-null float64\n",
      "CLL       0 non-null float64\n",
      "dtypes: float64(17), int64(4)\n",
      "memory usage: 3.4 MB\n"
     ]
    }
   ],
   "source": [
    "DB_data.info() #showing data types of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YR</th>\n",
       "      <th>MO</th>\n",
       "      <th>DY</th>\n",
       "      <th>HR</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>ISST</th>\n",
       "      <th>OSST</th>\n",
       "      <th>OERR</th>\n",
       "      <th>SI</th>\n",
       "      <th>...</th>\n",
       "      <th>DS</th>\n",
       "      <th>VS</th>\n",
       "      <th>WDIR</th>\n",
       "      <th>WSPD</th>\n",
       "      <th>SLP</th>\n",
       "      <th>AT</th>\n",
       "      <th>WBT</th>\n",
       "      <th>DPT</th>\n",
       "      <th>CLT</th>\n",
       "      <th>CLL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>20361.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11118.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2004.810864</td>\n",
       "      <td>6.320024</td>\n",
       "      <td>15.665979</td>\n",
       "      <td>12.013859</td>\n",
       "      <td>-11.579784</td>\n",
       "      <td>57.737135</td>\n",
       "      <td>26.724370</td>\n",
       "      <td>26.791582</td>\n",
       "      <td>0.203315</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1014.269104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.355380</td>\n",
       "      <td>3.464986</td>\n",
       "      <td>8.859444</td>\n",
       "      <td>7.024733</td>\n",
       "      <td>10.494810</td>\n",
       "      <td>11.847826</td>\n",
       "      <td>2.337836</td>\n",
       "      <td>2.296096</td>\n",
       "      <td>0.095717</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.565939</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1996.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-40.820000</td>\n",
       "      <td>17.060000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>13.780000</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>994.800000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2001.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>5.830000</td>\n",
       "      <td>-18.560000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>25.400000</td>\n",
       "      <td>25.410000</td>\n",
       "      <td>0.160000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1010.700000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2005.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>12.080000</td>\n",
       "      <td>-12.930000</td>\n",
       "      <td>56.310000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>27.030000</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1013.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2007.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>17.830000</td>\n",
       "      <td>-3.730000</td>\n",
       "      <td>63.140000</td>\n",
       "      <td>28.400000</td>\n",
       "      <td>28.500000</td>\n",
       "      <td>0.210000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1017.400000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2010.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>23.980000</td>\n",
       "      <td>10.740000</td>\n",
       "      <td>84.830000</td>\n",
       "      <td>32.500000</td>\n",
       "      <td>31.060000</td>\n",
       "      <td>1.070000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1040.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 YR            MO            DY            HR           LAT  \\\n",
       "count  20361.000000  20361.000000  20361.000000  20361.000000  20361.000000   \n",
       "mean    2004.810864      6.320024     15.665979     12.013859    -11.579784   \n",
       "std        3.355380      3.464986      8.859444      7.024733     10.494810   \n",
       "min     1996.000000      1.000000      1.000000      0.000000    -40.820000   \n",
       "25%     2001.000000      3.000000      8.000000      5.830000    -18.560000   \n",
       "50%     2005.000000      6.000000     16.000000     12.080000    -12.930000   \n",
       "75%     2007.000000     10.000000     23.000000     17.830000     -3.730000   \n",
       "max     2010.000000     12.000000     31.000000     23.980000     10.740000   \n",
       "\n",
       "                LON          ISST          OSST          OERR   SI  ...   DS  \\\n",
       "count  20361.000000  20361.000000  20361.000000  20361.000000  0.0  ...  0.0   \n",
       "mean      57.737135     26.724370     26.791582      0.203315  NaN  ...  NaN   \n",
       "std       11.847826      2.337836      2.296096      0.095717  NaN  ...  NaN   \n",
       "min       17.060000     18.000000     13.780000      0.120000  NaN  ...  NaN   \n",
       "25%       53.000000     25.400000     25.410000      0.160000  NaN  ...  NaN   \n",
       "50%       56.310000     27.000000     27.030000      0.190000  NaN  ...  NaN   \n",
       "75%       63.140000     28.400000     28.500000      0.210000  NaN  ...  NaN   \n",
       "max       84.830000     32.500000     31.060000      1.070000  NaN  ...  NaN   \n",
       "\n",
       "        VS  WDIR  WSPD           SLP   AT  WBT  DPT  CLT  CLL  \n",
       "count  0.0   0.0   0.0  11118.000000  0.0  0.0  0.0  0.0  0.0  \n",
       "mean   NaN   NaN   NaN   1014.269104  NaN  NaN  NaN  NaN  NaN  \n",
       "std    NaN   NaN   NaN      4.565939  NaN  NaN  NaN  NaN  NaN  \n",
       "min    NaN   NaN   NaN    994.800000  NaN  NaN  NaN  NaN  NaN  \n",
       "25%    NaN   NaN   NaN   1010.700000  NaN  NaN  NaN  NaN  NaN  \n",
       "50%    NaN   NaN   NaN   1013.500000  NaN  NaN  NaN  NaN  NaN  \n",
       "75%    NaN   NaN   NaN   1017.400000  NaN  NaN  NaN  NaN  NaN  \n",
       "max    NaN   NaN   NaN   1040.600000  NaN  NaN  NaN  NaN  NaN  \n",
       "\n",
       "[8 rows x 21 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DB_data.describe() #showing the summary statistics for the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reproduce the visualizations that were given on the Sea Surface temperature Data\n",
    "\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "plt.scatter(DB_data.LON, DB_data.LAT,  c = DB_data.YR)\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c= 'blue', fontsize = 14)\n",
    "plt.title ('Drifting Bouys trajectory in different years', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('YEAR', labelpad=20, y=0.5, c = 'blue', fontsize = 14)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ihm88+1kuOvRXTa+xcN393Lz0AizrMaINey0RYCTm1N2uYVT7xCG5z0BgRyAIfSAQGDLGjp3G2LFLWbHiB/SWvwLiMugV6LPQp4alfYar1roq16qQqNIWZaV0+vOb597P8so8IKWAm6cvfhafYolxCX2CUrEJVy06CUPKe2beTaFQ2Fa3HghsNwShDwQCQ86kSR8GPgzAgrXzOf/pL5EoRCJVt36iYBFaTAL0d/FfP/8TLC0/SOJT9jLJzsIDCn72vZJiWZN2oD5bQFAumncirxl1Jofv8b4hvddAYHsjCH0gENimTBszg9GmjU7bTaKQVPcoRaNEomhuPP/+OWdhsOxhVjCxPavFlwJUF7+pRQWU9alSZrT/pIBBfZ2+O9dfweEEoQ/sXIhqY2xrx2f27Nk6Z86c4TYjEAhshB/P+yF3r74bcEJtUSIsRiwFoxhSVKGiBb8entvXEZeBlIgyo+n1k/LdyD42JrfynXPfG9/a1eGzTC3N4m0z/m84bjkQGFJE5AFVnd24PcyjDwQCw8K/7P2vXPaqy9k/nkHBVGgxCbFJiU2K8Sl5iV/p3iGAoTt1692ltLKWcazTMazX0ay3HaxL26ikkW+byTwIqf8sLO19dtvfbCAwjATXfSAQ2GqsTVneM49K2kUcF9mltB+Rqf96eWHNHO586UOoWueYt0oXrXSUBO2aRkESIj/0SKxQIc6l42XvFFW36n3msBcRVMGKwajSTQujtLdauMfipvdlIYJZHUcN4ZMIBLY/gtAHAoEtYt7qP3Lb8gtJ/Kg5i45bC2UKWLL15B0CTIjWEYtbgNYSEZGynjashS5KTGYJy3U3Elu7jgBptcZ9Y4gxL/wg3l9vfUW+vjSiNU58i+x458p/454XDO4DCQS2c4LQBwI7KdZaFnXPZ27n47zY8wKpLbNH+3RmjXo5u7VOxxjD6p4X+MOSD9KXdjK6sAdJYlllF2Mbon6qUKGIRaryj//ZQjeRWBdLVy+4XtC7aKFIyqR2ZVlXGbRIPVJdDtevl4f0mzPfiDRMzdNqot4pk769ZQ8pEBgBBKEPBHYSrLX8euEl3L/mTqzPWgcnixEWEeXRzru56cWfE9HHfq0rfaTcieaayvOkCtbPXnfHOje81dpSNHmhB+iIKmTL1apvkUgECgUsBosR5RWjlvJ8ZxsrdRefnOfaOpHXqiu+6BfCzUb5kr+YbxuLre337z65zx+IoqixcSAw4glCHwiMcM77+2l0a9SkAE32OfWjZCevMcq+rSt9+3rZbjxHJqIpBsvmosTqWhsSxLvfVWGvjk4OMStY3y3cX9mbbGa8q3ynlCQhjmrnqZ1SEclWt1cKJovIW9477cdMbJu22dYFAiONIPSBwA5Mkpa5cfF3eLbrLix9uGKyBkNKn8KaSgdlWjci8lCQmmRGwBhZS3/3d3Nqo/gUswGxr1iIIlfkxnUMDGos3QlYLVbH7C10MTrqxaCM7VBemSyixbvpV/cYFrMr1QQ8ann1qm55W4NFJGV0VGaM2YOz97tss57hcPPsmj/xyKof0ZUuRqjkfRVEFDhq0jeYNvbVw2tkYIcmCH0gsANy46Lv8/Da6yhUF42xGHEiH5Gi4kS0TCl3VDb+bibgmSteGV/s3eB1aw76zBXvCtHEkiXO5fc61ukoWljvR92C0ZTVZUM37dVWo1nLqELFffIHtko3PdpOJJZxrZaxLKlWz4tEKUjKe2f9dbOfWSPlpMzPFnyfJ9bNwVIhNpZYXCphTIW2OM21tkQktBpb15nJBwIygc7uO5asLoA73tQlFLr3hpRIap+zFlm4IqXMHSs+QfRSdlxCQVwNYWdHzBg5gMOnfJ5xbfsM+FkERjZB6AOBHYSu8nq+O/f9qHYBSovJ4tPZ+M8VlYnE1ZBX7e96d9SLvSpUi8UDPbZA0fTlxs41IgHVhISYvDiJQKxlKj7qXltXHsCwImljnOmmYJTF5VaglRZxmQKJWtoLUJR6f0BrBOU0wWpM2W8TIPKjd8OW161fuGYe33rugpx1mRAbKlaw4gRaJaYziWmVXlxYX0gp0GktHabij3T1+TKxzz8piyvpqwKRumx/pNY1yjpdlghVmyv3m3um1PwXVrMchZhUEyIgRklJWKuPc/OSM8kKCmX2RP6cHczisCn/zajWPbb4eQVGBkHoA4EdgK8/9nH6dL7LXgciySfT1QShfwWsfIpc82z1ClQl0wK9tDKGvpprvKF9ouIK2ogb++4z6kSO3OXDtMTt1TYruhdw27L/ZWVlPu3xOA6f8A6mFmfzm4WvZ7diGSiTprDKCrsWUtK6wjgOAxSkjxTqsvyz6nnvnnXXhh9YA5+a81HWsbb6LApe0MHkRBRSjTCS+K6KpUcLdOSK9IIhsUJstOkTzbZl1loVECXyezKZr7X29fo09TZk7Wqr/eVd+VnnIJLU1QeolhAWfy9QEOd1cB4WpVOe4balb8rZG3PslBsY3Tpls59fYMcmCH0gsB1z59LruXb5L2iVHp9JnlV8rZeYfE57hhvRpTT/M8+3jbzQZCNMeDFpY3LcjfHipAiqyqo0JqWVcfEMzt7nkg3aPaltGmfM/Fb1c3ffWm594UjGFLMsfnWSFbW7/H+FXjW0S60QjgXaDJRtHwkF341xdfBPmXzjZj2/j8/5CF10Uhsju/utqKKaUvCKnBf7TJyzttQJPfQSM4qKf4r95T7bYskW7Kmf6rd19A+7CCla/TcWKuRDCvlEysw/k3D70jeCrxt4wm5/o1TKh3gCI40dRuhF5I3ARbjf4R+p6teH2aRAYMhIkoT/ePQ9qC8yE1fd9A6LIfJR2pqEWTdZTVMisSSaMs50s9q2E0mUKz7j2LW4J6fu8U/MGn1Q3bWfXn0v1y79Ei8m2Zz2MlAELLEoFTUbFflm/GnRkVBXKU+QyFBIy7hJdopSJNHeXD08J0xFAxNlf94w86ebvM7P5v2U21ffDrjFcdw4V/2ouDZVECBBML7ATmZTPRv2ggw1Qm053+yzoza+3+Tx/bbkPTTut8Zi+dOSVwFjOWnmnVttd2D7ZIcQehGJgO8DJwCLgPtF5DpVfWJ4LQsEBp+/LL2V3y79EQVjnbg3+V53aV4W46vCuaIyEYaUFCFWJZYUItgl6qQvEXqIKZDwpZf/YaPX33fckby78D/8fOHH/MULgHMt92nER6b9YovuZ+365SDuq6bf7YghVkjFYhV6tQRaoSQpokLELpy+z00bPf+1L1zHNUt/V51n709Mqu5qkWTr11lsXfpc42i9UUTdxMFGWklyLfv/49QS6rJW+Vfz1kbqP0vdJ/VhkuzO6nMZtF9K4ObiukEuYLOGa587mJNnPrIFxwd2FHYIoQcOA+ap6nMAInIVcDIQhD4wYrh+4bVcv/w3FMVSMLUvcxGoKBQwqFhQty3RGKMJsQFwiWRCkdFmCgePPRETxTy75lZeqixil9ZxnLbntxlVmrhZtkzpmMW5BziBTdMya8vLGVOcMqCCM39ecTxUvQ/GF91xMpuFpYuaUvZCrRpRVoNIwntnNRf5i574Lg93PVz9bADrPRb1otnoNt/QrINacp6L3Tt7W6XS0C4lMv0lvlFeXZxeMaL+PvMCXt/aVDsTWnd8dpWorgOTEuOKDrhV+fpbUKha32jRhjoBPsNDlWufPZiT9wpiP9LYUYR+d+CF3OdFwOH5BiJyNnA2wNSpU7edZYHAIPC++9+HoVJNthOpd9X32BJx1ItVg1RT0wQrBSYXDuQ9s77R9LyvnHjqVtsWRUXGDzBju69vPaYaUoCEyAkgYLBEoiTqRqwlvyxtpsP5++8t9/LpRz9ISuLaIBQFP90uAsnEXrEqdYltqWZ5DVDrYoBbvNaJuivIk9BiXKw+IqFVUqIsdR1LTIVWo15ca6GT7ErZ2bNwgcuA90vlSn7+g/t/kTYOGHU6+098O62FMU2fX29vL0+svoynu64kohvJOnpkvojsXmr30Vzkm9GwXQAVrn3uEE6e+XDTIwI7JjuK0G+sC+4+qF4KXApuPfptYVQgsLWs71nPRx79mBOGXMp86r/MpSp6wvq0RCwJRUkQjfjwzO+ya8e0YbF7c7l58ZF+kZtM5Pv/MRuxLgEOyYm7ZUbrV/nog+903QLNRDRTbEVViAUSTasu+QhINxlbd/sKohwz+g2ctvd7B+dmh4BSqcQrpnyYV/Bhbpx/AEXKFFD6iBHvxC+rK0GcEpFfebzaR6nL2W8eHKhDN7/GYWDHYEcR+kXAnrnPewBLhsmWQGBQuOfFu7hkwQ8RTE7QXcw0tYYoqrnps1FsSoETJr+f105+0zBavvn4CHTdjID8HHvxs+7dSDSrnqcYtfxy+c8xAqopVsT7ArRaV1+kJvZlf0JtovGR5DsXrkPww1f+pLri3fbOkpUP8Mi6s3CBGetFPkMoVt0VKZkzP6ZMDESkdCr00UGtJkJN5GtFfNT7WcIYaSSyowj9/cAsEZkBLAbeAZw5vCYFAgPn9iW38MslPyM/ESrLsk4EYgzlFCLjxqqq0BFP4Csv+8FwmbxVaBMvcVZsxvqFcWqucMs9ndOJSJ34ixCpYqvr2OVmo0v/c9fHo2uJcBb4v5f/kEJhywvtDBX3v/AdllSuwpDSEe/F4ZO/T1vLJFau/jsPrjkbWI3FIHU1EjYtyDEufBALjDPQwhoAuolYmRZAS1W9zzpjGWE8P/LYIYReVRMR+QjwR9x3w2Wq+vgwmxUIDIh7X7yHK5f8jPw40/rseYOiakjEEqkhtQYr8L7pH+fQ8YcNn9EDZJx5NavsfXXp9rVlZ7PofYZLMvtb124UJCKVlFSVVCNUBNFaIRm7AZ1TXyQmO18kwjf2+w4TOiYMzQ1uAcu6nuKWxZ+lzCJaBVqoYIytyvb6ylPcu/hIrLjOX4yS5IIdtVu21BfeaUwwdNF7U6006Evq+Bj8WGNZlipF9U++wYtfXzUgMBLYIYQeQFVvBDavSkYgsJ3ynae+z1Pr78tlmmXV0pwTO1Hrk9UMCbB7y1TOP+jC4TR5q3jN9Eu59rmDwC95k81lrzmKaznnFSs82bs7sTGkahE1fsRuffy5HsUJe5IbvCvCZ2Z8moMmHdSv/bagu7yW3yw4DaXbzy6or1UoVGgX99MYW03SA2inm9SLvEH7Ca4CZQxFEnppyU2zy8cr6uvuidBggTtTu1To0haKUOccKAMnTLh1ILce2I7ZYYQ+ENjRedd9HyCSXko5zYpFSbK13H1CVYpbke0nsy/DmP5f0zsaJ898jHuf/zjL7e2UtSb2WUEca+GZvnEYaaEoCRahhW6Oa51LUZSFPSUOH9dHSWp15jJtWluGL750HG+e9I+8bfrbhucGgSvnvpFyrsRuvcjXitUUvDgXpX4MntXcT6r5DM1dFmWKGMqUKFMmxpDPss+eTAyUsepnIjSkIhiUUSZx3iKNKft/jyIJJTGMHTtpK55EYHtEtH+Aa4dn9uzZOmfOnOE2IxAAYE3XGv717+cSi6UUVfwc+Ww85r6FK7Y2+aqI4YeH/XiYrN22fPWxN9IiiU+YU95ceoKiL8gXAyVjSFRp9RPhMnV00/PcM+zLF7WRK5g05ehtZv/P574a65cG9gYAUNH6z+6dUpI+IqBkKlXXupuOZ2mXPsrELhmRbJU8U521kJFWP1eYKRewz9Qzqx3CNd3z+OuLpwA9lFCKfjW+kjj/gFvLIPZVEl1Ng4pPcxwlh3PY9C0rhhTYvhCRB1R1duP2MKIPBIaIO5fcx/eevxyon2et6jLGnVC5+GrBuHnQk+NdufCQbw6PwcNAiyQUTScntC2kVRTx+tgKTIw6WGG7aPG54SJZIRon8mVSl2fuBytuIZd3sHCRizOX5Wu8UP4a2ej4gFH/w+4T30BX9+N09t5Ne+koOtoOBODP899EH/MbrGvlDTMebGr3b+edQLeupVZdrlkGf/9tVrMVAH2ugm+SlRNyvw3u/xHquxBaJ/aR3/+GGXP7nX9s2968YcajAPT2dvLXZYdSIKFXocVfr4WEPnFpkAalQAtHTQ+1x0YyYUQfCAwBZ9x7dnVuOPhpZL7iXcGkRNjcnHHnct0jnsr5h+y48fgtpVLp4+J5R3Jc+zIEpe67UsMAACAASURBVN04wWsFRkkBI4Y1Wnajeck7putH8qk693WvKr1KtaANKAWlWrAm25rFvl0752ZHIVHDGjX00ebd7rXpaBUbgQhlBauGVA1pdZ5Af6FvNqJ3oYqKX7inQskn4mWlATqkm8QX660Vp80S7WrnGR2/msP3vGyAz7xCkiQUi8UBVTkMbN+EEX0gsI14531n03yE55ZETa2AMRitrX22f8fBfHr/z2xbQ4eZeevu53VtywBoyT2uSAxFKZKQuZsV8Upf84w4ic1G8ylKopBWawYqRUBFq051I9nSrTX3dwqQrRUgMB5LSqefkA+oC6ssp5WKtlJztLv9Wfigkcb5BDUK9GgfrVKg11ZokVqr9UR0SEparcyPT9N0hrTH+3PEnr/f9IPdCIVCYbuaXhjYNgShDwQGkWdWPgd1o7BMmozPHjfObatanQP+kZkf4ohdXjVsNg8XSfeviYXqaL2RghSIqNCnlhKRy6pv0tDi1gLIZ6kXoW5BoCy7PZ/mlom9zZ20Gv/21fdKWEqxMoYKMevos/BYMh5oa7CifopbJGC1NpGw1kpIaaFToc2MYv/RH2O/Xd5a16arZwErem5gSvtbaGkZWOnhQCBPEPpAYBA57+mvEdV9t9eirpnYq3f5Wgvff/mFTGrfObOcE70mt4p6PW6duYgWDN2k9JHSkhN707CkizsmO5eP2fus8/69iOYV8bRhewmLiNIi7koxEEfwimgVD/YllHUsta5D/yI2BRFStbSxO6PiPdlr7DHsO+6kTVbka2+dRnvrhzfaJhDYEoLQBwJDQuaWz8aRObEHROGXr/qfnd6NmglotuJ91kdaq32MlzbapUQLCeso06tO2AsKBb/sbVSrD1w37a6Oxnoy/TdUP9fO4UvJek9AJLVCPwXgVS3ruLu3CLR5m221ozFKpnLq3ldv0XMIBIaSIPSBwCCxuHMJiYrPilZEhP7JropaxWjLTi/yLg7tnlEiQtHPCa+opSCGbttLmykRS8x4Yhfq8P9d0yVMljIHtqQgUBDozerd+/NnFfQax9rNK8o1uN5xXTNfTA5wX5YW1yFB4LjWl3imN+IF3RUQphdP4Ohp/zm4DykQGASC0AcCg8Q5j34J9cLlsrzzlcssZQulyIII3UmFO1+8n9dM3vli8xnT2m9mYdcJgCBq6VZoM9AHJGpBoM9204HLwAcopwk39AFMoEsq3FOGTJZfxot0F1xBnjJK0U+8V7Sq9DFZLL+/yEtuGlv2Lxf7kXzsWxX9UX1+//RSynQWM32PpUPyjAKBwSAIfSAwSCSqxECfLRBJhYJxo0q1Sp9fZQ2cG7gYWb777E92aqGfMGF/FnRZXw3OlcLttTAKN0rvtJaXFFTKFBTWpxHLtACMq+a616agwaNMQioALzEDpS8SCr4OrKKIQmqdSHd7H/0oFCOClUz4szBLVFeENhvJl/3nCvVpdnMXTWFWEPvAdkoQ+kBgkDD+f7FNSDQiTTMpSCkarZtXH3C8YuoSHl64G5or5boeGKWwRiMiUSSFFzH0MhpX9sXJsVWqnpNs3ruT/Ik8p5YXetxCNv8y/QZaSx39rt3buwaIKeX2dffM46kV7wSW0YtQtFpNrqzVo3OUtT4kEMQ+sL0ShD4QGCR+9epLOeOeszEGWlxePZAXJRe7VxVUDSVpGU5ztxsOmboEgL8vfAcJd2FxYl8y7ZTaPsjz6y6hXfro1QQfIQcMfRrRKqmvlFdLhkNhWTLOj/YNlz3/Znq0Bfx8ByM+qU8skSoJCWVt5+Wtp/O66Wfziqn3V23r7u5m2aq96pz8VrOV3wWrUp2S16vKgoV/YdrUbVeCN9CctWuXcf3yE3G/GTF7ld7BUXt+crjNGjaC0AcCg4jFID6+XN1WLdLupKisrnDLjw4LiVt5Xj71qn7bOsvP8fy6SxBglCgr1WIk8mIb02UNBSrORa/wkoWUcf7oxo6WuII66kTeakSCpUVihAp/77maXVfP5IBxx1ev39bWxozWJSxYvFt19G5xIl/p56ERVvIuVi6cxCumPjTozyewefx87qFYikDs/99HZ9/F/Om5i0Fh9vjrGTdun+E2c5uy4y+NFQhsR1z96ov5wG7vwqorxJIVYzFiMViSVLDEXLDfx2kttA6ztds/HcWZgJAgRJJSlF6czHrviF/LrcsWedG25US+HgPV0EmKE3xX486QIhgsUOaPy77e71gRYfoeS6lUa9RRF4Zxom/o1ci/VtDT0zXozyKwaRas+pMXeaGIpUU6GRf3QiRYMVhj+Nuat3DPguFb6XA4CCP6QGCQOW760Rw3/WgWrF7I55/+Kq208sMjLsJan0A2Apae3Zb8w653cdeyo2iVPsaahE7bQx8F7zJPqSQp3TK52r42ozG3xp242gXZyD4fXa+oUEIpUIu/N2PaHkt4ftF0ajn3NZFP1dCtEW4GQMqcFw/k0ImP0dHRPzcgMHTcsfJcoAQkbv2EyFU/6LIFKhpV/S9d6VPDZ+QwEL5xAoEhYtq4qfziiEv54REXAU7gg8hvOa2tEzhhxlMcPP7PVFQZLRV2ibrZNaowLj6LLiajSvUFriRu5rhP8+vbNsXX0d+MPMnpezxfdy6rhvXWsN6WsFrAqkEo0K2t3L3ioAHecWDgmOr/Y3Eivy5toaIRxq8cIAgpRa6ed+iwWrotCSP6QCCwQzB69DSOH/1cv+0rVr+Ha5afifgs+BSqC8qkqlQo1bV3BYjz+fLWrz8AM9s2Pd1x5qTneHq5DykodNn26opzBcmmWaYYCaGZbY+TtCwxs2LBIi5QI0q79FIS5wtShd89eySn7HXvsFm7rQjDi0AgsEMzadyefGDfOzl7vzv5wH530mnb6LElerVUFXn1nQAjKUbcLHn12w1KiiHBcPK0r23yeqVSiYN2fwGARck4Klok0QIpBXq1QEWFBOcmtjbZ+MkCg8pZe9+Hk/mIVI0XeQBlrOmiTVJX28K/RpuV3Dp/X+au/N6w2j3UDHhEL8JkYIXWpr8GAoHAsPPxva7jomffUjdod2/LtFBdmM4l1ZEQYYgZz7/t/7um5+uqrOap1b9jZc8TWO3GpG28pH8BptS1S9UvVyQFIq2QAontpGjGDsFdBpohIrxx7M/5w5r30IvQ4mM5MSkFXHgmBRIFS1SdETN37f+xYN3POH7GnGG0fuiQ/rW4N9JYKAAXAh8CWoF9VHlOhG8AC1T5wdCYuWXMnj1b58wZmf9ggUBg81i7di1P9d7KfqXjGDNmDKrK958+hZR11TbjZQbv3vfH1c+VtJdvP3EmqXQDUDS1RW0LUqbNWFqkQiRKVA3VZ23Ez9O3CAltkvCmmU8M+X0GmrNy3XxuWf5hYBmjpEybqYC4qa0VIhKV6kqSWVXEDtmL42b8fljt3hpE5AFVnd1v+xYK/VeB04D/AK4AXuaF/jTg31U5bLAM3hqC0AcCgS3h7y/dza+WfLv6OZu+F0lCW5T6NQeVgvTSZiytpuJXtcu+P7MSupYYi0hKu5R508wnt/m9BOpZsn4ODy7/JzpMGStulkWqERUiUvW1FapLH1lmtZ/BIbt+bpitHhgbEvotjdG/E/igKtdCncv+MWDnqkAQCARGBJ9/5JQ6kQfxyXwGpUBS/aYzqLrKfGm2pF1dNn9t0BSRctzuDw+d0YHNZrdRs5lQPBVwUywBUozLpdDYFU5SQ0VjKlrkyc6Rt8Twlgr9bsCCJttjQgZ/IBDYwfjCI6fQmcL6pEhXUmS9f3UmBTpTl4nfpwXyxXGovpojAq+Mb6ClJZQ43l44cs8vM7HtfbmSR6C+WFJKhGJcOWMVEi3w87lHjKhEyi0V58eB1wLPN2w/HXhgoEaIyNuBLwL7A4ep6pzcvs8C/4LLofiYqv5xoNcJBEYSq3te5P7Vd7Ck+3l66WFN30v0pN3EErNb694cPfFNTB+9D7EJffBmpGnKuhSsH6V32azgDYClaAydaR+j48Z8Y60un9Mfy+sm3MCEsVM2sD8wXBw0+T+oVP6NOxcfRVlTVN1CSOA8NFndBYMSkXLls4dTNK3MaP9HZu/6H8No+dazpd8AXwJ+IcKeuL+It4uwH3Am8OatsOMx4FTgkvxGETkAeAdwIM6bcIuI7KOq6VZcKxDYIZm76lF+ufhCum0v6v90tWFkmbkm13au5MnOv1JRg6qQWqEnNYw2+/Dlgz/J6JbR29r87Y6PPngGXdpCtsq8qVbMUSIxlK16n2eZLAYf+4WJTF1sPntvOHPv+wlsvxQKo3jd9Ed49qVf8sCa//Ij+SwObatrI4ooPVboSxMeX/c7Hl/nZmS0mT15+96/GTb7B8oWCb0q14twOvA53LO5AHgQOEmVWwZqhKo+CW5qRAMnA1epah8wX0TmAYcBI7/CQSAAPLTyOm578X+rBV2EiFZTILUVKsTVjOFq3rfU0sJUXXGYVCIiA21iqegz/OsDn3ZjFgsruoTVfbuwd9skTBTTWenlI/sey5v3fNmIq+J308Kb+MXSX1c/G0b5ZW59Gp26JykipAqRQNkaVlZgVIR38nbTalyt/Sibp0fEmXvfNwx3FBgoe018F4+s+V8SUt9ZFrJAi4iSWMESUUDrojS99gV+Ovdo3jvrL8Nh9oDZYp+eKn8EtpX7fHcg/xe0yG8LBHY41q5dy0Vzr+GoXfbn5qXPcNuqJ3GJX/3Zq7SQV0xeDjjXmQjEAh2k9FgQU/AxxELueEH911ZW9TUCXwJWqx3pUXEP65IOIgO7jFImj1pGYpdSSWPWlA3//tBK/v2hawCIDXTEMVNKY/jCwSdzyMRpQ/V4hpTP/vXzPGdfpP4rz1I0tk7sFVNbMEdBJAZKxJT51AF/2uZ2B4aOU/a+lyvmzcb9lbiusrhqyPRRpEAKUp91bgSM9lIulykWi03Oun2yzYJ3InILsGuTXZ9X1Ws3dFiTbU2DYyJyNnA2wNSpUwdkYyAwFBx726fJ/9retvZRAEoxlNMY1KA+L1bo4qQ9n0GAsi0AfkVtk1LwC7OUJKVLC8RGSW3mvN9w1DiPCLREil+SHaMuwSw2CqLsNs6SpCtJNcIilBNhRVeBzq4y77n3R9VzAHz30Hdw7O4HbvXzGQidnZ2864EL6KUXQSkY/yUs6oXbPQ2DIlgiIeeazzCUrVA0rlpalqjlBB4y6T9u/CmcNv1d2+7mAtuMt027g189f2wToVGsuLUMKv7v05ASi2LEMuel7/Lq3c4dBosHxiaFXqRfYegNolrNZGmyT4/f0L6NsAjYM/d5D2DJBs5/KXApuHn0A7hWIDDoHHvbp/ptyxZPiwwUSEmskFrl5N3vYWzB/er2qSHVAmWNsd7NHnlBMgCSgro/t439sm94X+bgzzBEpKTExAbUutJxxRimjK6Q2oQVXQZo90KofOKhK+EhRYTqqLh2TiUSF+t0Me1aGVpwgixYjEkpRu74n83+HLuPmtjU2uuf+DPffTE/HsgEvQAoai2xWGKTnd/9tP7ORNJ+z0Jw4l+2UGr6zeVsDyI/cikW2jh92u1cteCYhj2Wso3o0yK1rnREnyot0sfq8uN1re9feiO3r74Isi67wDHjP8rsySdtg7vYNJszoj+d2t/nZODLwO+oxcmPBN6Ki9cPNtcBV4jId3DJeLOAvw3BdQKBQefY2z61YZeUF/vYKNNKL/KaSc/Ro2VGmfwqar0kKSxJJ5BiSH1pj+wktVpX2Wi+9v9sX5Jrg99ets2nhxlfNSxbyc1kJ/N1wXfpUFZ2dpLS0XC8Nn2f+vCmWyhWc6Nmt567EIEK5TShGMG77//Pqo21nAOt2laP+CVn/VXVkABGU78tC2C4n4l1Hat8R6RWzy4G8lOpam7cvZnZ7zkFRhYtxTbeNeMerpp/JHH1d8/SbVtJiLFqqn9ZRUmAIomurR7/tSfe4CfouY6lxU3T+9PK7/Onld/joJbjOGmv4c3a36TQq1JNMRThOuCzqvww1+QyEf6GE/sBlcAVkVOA/wEmATeIyMOq+gZVfVxEfg08gftL/LeQcR/Y0ch7jFVrEgQQkfCaSfMRgQmmvr0qxBFMsStZrBMBQVW9iEdUVLDa32Wffa4ooFE1L1z9F9b6pLV6fqi5rNNmw39vrPgR+YQOWNPdRUXbyR/d3HdQdYYjCFa1KsxGXPKbqoAYVK2Lj9Ylx0nVjV47tvb0sgQ6I/grCPVPt/Zeq92N5lbWHSUAlgsP+haTS5ObHBEYacRxzFmz7ufuJeezqPsm+hKhQoFEDalmlfOgokUMPUxqfQUAV8/9hsuhIVs50U3ZMyQU/Sp5z5Vv5qInb2ZCvB9nzRqeKvFbWgK3EzhElXkN2/cG/q5Ke/Mjty2hBG5ge+B1t32q6Rrn2YhVFY6d+DSTW9aTatlldkv/tgDPlydQNBWKwPo0oict8ML6sczr2hXTf7iLtZBYy/5jFjO6xe3vTiK6bQvkImwp2VeYJVH/laWQ+Gl5FteZcB0KqWb/p9bQ1SdUtBVpiIs7sq8+79r3U5byploVjFiMKMUocSP+XCfHZh2Rauegv4C77e7aRixFkxKb/nF6sBRMlqpYb6vVlFJU8xxcesilFAqFfs80sPPwgydPYp32kWqMqng3fjbvvsLbpnyIVX2reHDdFURiMbjV3VIiBLceQkxthG8xviMtnLL7Bcwac9SQ2L2hErhbmoz3EvA24OsN298GrBigbYHATktH3IcAbRsotJaNpCHFpPC7xfvSRztG3MjeGOcaf/mYaYwtdrD/mKm8dpcDmNYxqen5fjb3aq5bcWtu5rcT46QaT3DufvVzi63Wu9KzViJKe4ug2sO6conNTOPZAM2PdXIuG9zf/Pjm/g2Tc9XnPQIK/OrIy7bA1u2HB5Zcy81rLgGUAjFnz/gpo1vHD7dZIwJrYtIkIVVDV1ogW/zGpeUVuWbpD2mNKhTy3jr/91MgJQIv/IayGqz3rIHw60UXMn7xFD50wI/7XXeo2FKhPx/4iQjHUovRHwEcj6teFwgEctQyuPtvTy0s6xnFXh2r6FNo28DxADcsOpCYEp/Z/y28fveX0xaXBmTPe2a9nffMejsAj66eyxef+C7WxxMym7JyoBY/im88SdWd72LgHXEv3WlLQwP/bgMdGH93vo1uot3m4JP7JD//IJvLkGLyyQ25d+ft3j9ZcrBYs24VP57/ZV5kYdXD4Hwphn1Lh3D69HMoFVs3eo5nVz/GLxZ/HiGLWFoisRTEhUQMBgtUSPi/+e8kkphz9r9hyO5pZ2GP0stZs/5+um0B9d1hU30HLaa+PG5dR9jnoqQ+Vp9mnrIcq3QpFz7+Jj6xz5W0F8YM6b3AFrruAUQ4HPgYrlyt4OLn31Plr4Nv3sAIrvvA9sB5D/+Ie1a5ZUrzLmmAN4x9NZ886C1EUcSP5r0OUFqlXNc2a5+k8L79t01BlmdWL+C/nvgF88vLfdJgZozUhRysit/m9q8vN6vrvjG3vRPkyKQUI9uQud/Mda9NEvKybRYjCUUDBZNrT1LNws/nEhjgvKmfZv/d9mv6DH765MX8tecu3JhM/E+lIK4jEUnqp+0ZL7/ZuQ0ofltWUMf6HIBs9kH91CShNjOh4NtrbU+dXbUtSiQpBVHvpzDVud4RlleOOZXjdv9A03sLbB6VpI+vPXUa3bZIosYvceR+H4woraaM+t8JxJKN11MiilQoiiVB6NOIVGvj6cY8mEjgcwfc0KxY3IAYlGVqdxSC0Ae2F77x2C+5ecUDVYFvkZibjv1mXZu1fYv5zfPvY51dy4SGaV7Wwj/tt+2rrllrOeEvn26aW+9EuFYnXBU6ywalSBaXBz9SJxP02rHOD5ASGUsx0uoIqO761VBCtr//qP+4sYfyuUPfs9X3+uDiB7h02XepH5dlMft86MCJqxElElt15rpugMttyAIFkBVacYKfSXEkFqVe7Gu5B5ZCrrSu7xrU2VrrNFgv9pkvw5/L+2DOPSAsCbK1fPWxt9JpXTKemz1iQQRDJvRgSGsdOlGyeR5tkpAi9GrB/604kXc19bN/ffd7NEbG8MkDrxgUmwdrPfqNBoBUWTUA2wadIPSBHZn/fvIIAD65jUbxG6KclDnxzn+vfs6+KrLRfF7oUwx3Hf/N/ifZTP6w4G6+8exv66YMVj0CAieMewWfPvCMrU6Su/Lp33Ld6j8g2OrIX8jm4Fvihs5EzYuQjbr96N4oEQkixucz5EMc7os9y3OIsloCLigCIr6T0P8acc6uzDnf+A2d5VU0G9UHoR88Fqx/lP+bf0E/oReUmJSCyfw5KbHUVrSvKBRNHy0CvRqTakyqUNEIMNQm67lXJAlfPOjGQbF5sIR+o8VzNlYwZ1sShD4QGFyOu+1Tfl12yVWNq43QLcLMlsn87DXnDJ+RG+CWx//C99dcRebqz+L2tex8vNinlKJMgBuz+t22gqRkQm9IMSJVQa9lB9SEPpPrSDZP6J0d2fXVy3Z976O/0EtVNIy/1jn7B6EfDO5Y+luuW34FBqm67hHnZylKuV84SYj5wkG/B2BF9zwuf/6DlLVI2YIlJsJSkLR6XMVGVBC+8rLrB8XewRL6oxs2FYBDgQ8B56kyOP6HrSQIfSAw+PzDLec07cnn49SvHj2Tbx72oW1o1Yb524JH+MrCi8lsM1kowbvfDSmxyVznSiyWgklyQos/LntXL/T1I3poJvTgou71Qk81ptt4/s0XepsTelMLE6CcPeNyxraGZXIHi8Vrn+e7z5+DVP0rtfkgrrxygkE4d6+raG/vP8N83qqH+Oni84lIiURJiaq5LSKWWJXzXrYdjeg3fHJOA96vyolbfbJBIAh9IDD4PLryOT700MU0LPORe6/Evoj+n4/7zrY0rR8n/Pmj5Evh1NzySmycfEaixCatZsTXhL6WZwDk5uRnrntLwbhiR7V4/IZd91ks1vhkPGmIvG+J6z6T/UgSCmK95DuncYTylinns9+4oZmjvbNz3/JbuGapm84oQEna+eeZn2N6x7517e5ZcQPXLPkx3WkERFVXvwIt9BHFESbXeVMS/m3qf7HH2H222sahFvq9gEdCwZxAYGTzD7ecC9VRTR73PZIJvQjc/rr+Yv+KGz/nE+0sRUN12pu18L5xr+aDR7xlq2087vaPg/8qzaKhbtpdSktk/cI3SrxZQp/P9k8piPWj+XypIaBB6OtH8xsS+caZBNZn3mdWa0OXQH3yl3JQ4U20tsb8w6QzaSsN/fSswMZZ1rWAS577DH22hzJFL/KGNumjaPxviICq0JvGGO8aM1hiUZSUrx183VbbMVgFc5qcmA7gE8ALW3uuQCCwffOZvU7mW8/+nuZin430ncQec+unuO3Yb1fXtc9EXkhp8d884mPcxsBP1tzD69e8ipljB+52Pu72T/hkQZft7h2kvoSukKhQlMbBTSbslnpvRTbazqbXqesIkB/B52btK1RH84CS0iYrOLCtkx7bQjYpr00SOpJ38WB6a/Xchixpzx3trHDneu2os3jdtNPr7EptwpLuuczreZixlbGoCLu37k8cbX6yYm+ykuVdD1OIIia1HkkcNZsiGdgUL3a/wPef/QRgSSiQ2Air7t+hU9v8FBJLUZQWk9AaV+hKC8TGVcxLVPslgQ42WyT0IqynoTYArs5HFxCWeAoERjgnzziKbz17DbUc44xs3jjV7Ubg2NvPQdXNLy8aQEzDnGGtS+47496LuP/ExsKbm8cxt34iN3UpE96Ugsk6JdmyI3k7a3Jdi8/Dh8b/M+3jVrOk6xb6kpV0JUup0OVP6hzoZY3psiXqOzwuYu6y7aGVHkSEWCyom3ffrQWi+CfsKh30ElHRFkq0MKawK7u3zWK/MccwteOV/e6vt9LJ1S98iUW9T6Dq1iZwM7hdoljk5+iPL+7G1LZDmT7qEKaU9iIyBTri2oSpnspL/GH+21lLN5aI2CcmFmnj1Jm3VTtmgc3j4mfP8d6XFNRQMhVKktCjEYmNcf6cmLLa6q9fySR0pkVKkduUbL1jfaNs6Yj+o9T/dVtc6du/qrJ60KwKBALbLWdM/gd+/eJdVYmsjZ5riUoZ1U8CLTFYtaRqqqlMeRe5K0YyMJtee+s5pNZ9nWVFcvzMdSrWCVkel4CXeHd6hSnR8+w7qrby3YOV8yisqNBiao55A1hxdgtKkYRUyvRq/Ug460pYBeuz/KXuabm4eltUxqatxNJHt1rKledZsfY5Hl33B4qkTGh5GSfveQHPrr+HO5dfStl2kyIIsc/ch4iUikZYDKIWRFlVXsTq8iIeXHN99cqN0wSLFDAymoiEVlOhbBWVbn7/3AmcuvetA/tH2Al5qXcZa1ILtPiXIurc8e0moYKlVwskGvtUS0NCTFFSEi1QTssUoyEezrOFQq/K5UNkRyAQ2EH46MtOYfeWcXzvhSymmIlobe57HpHa2DnLVKa69GdDx0DgwGvPrxaRyc71yElf4dgbvswqrVTbqoJqgoggUkREKRiLjdwCN7HJ0qaykbxLFjSynhMm1CKNttoiQjT19hoqGlPQiltXIJdpndktopRMhd60uctbqC0fZDWraZftczkBIopRIUaxiO9CuJkMK/se5Qdzz0AxRLhOSIxitEKFGOsz/o0/NsVgSLGIz/KvVReslWJ2dlQwFNSCxHRboc2U6SVGZH3TewnU6Orp4oKnP0jFlv3vdZRbWElQIhJ13b1CZKmkKUl1BbzaH0dfYjCFiCIpMsQz07fUdZ8CU1RZ3rB9ArB8e5lHHwgEhpZT9zmGU/c5hu/+5Wf8PnnYb62JfO3rrP87QzYlrz9pdUc2T9+d8+Drv0Bj3rBb1jb2gu+mzVUQICWODIm1RKYWTxd6OWbiPGKUinViGEkm8oYIS225W/Vib2iRau07f5c5G5rcQ4Srcy5iEeOWFk59jr47xuXSl33FNBFXutZqrWJaQuSnYzkPSEqEVesrExze8gAAIABJREFU80GsKeX/z955x8tRlf///czM7i0pJJAQQgoBBKSHXqSpgKB+QZGvYgMRRVGk2FBAsHwRsQFWxB8oIipSFASVJnbpvbcECAkQTM8tuzPz/P44Z3Zn9+69uUlu7uZunvfrtcnumTNnnjO7dz6nPOc5BD5qoGs45S2qjCD4lolWmhDVozEBRVJSQhcUxlcmjmOiaLXdt1qOWYue5EezzwB8zILAj9WokqgQiNRsp6y4XR+LpJTdwH6F3hLEFEk1AWK+vt2Va9T2lf02+xtjaANKq2mLYRgjjFP2P5pdXtyes5++vM+xVKs9+TyNHiKZiHeVixWhrae6k19tIyBLVxXSNKCMEgZunjzCSTYs5O2TXkR9z7dMSJvGuPXo1cZHWLGutgfeEHUhTanJmXp//IQOSqSp0qNtJJWpCqFTugkC6ImLlbqr1t4VqfvfXcHN/gf5RkeNge5uCzqw3Q2rUr2SiXyVJE045+GPsYxFQHWEKQQiUkoqiASEVMW+Gv+AmnOySZuQmLnxRELfgHz/lJMIw7WgRy9CtsWTAh/3+9JnhMC+wBNDbJthGCOAfaftxFVjZ/Cue76WS83PSlfJhqVrU5zQLevtm7/R0H59mNxqeva5KpNO8kq8e/JzlIncw9gfK3tZz0epq/Uz0Fzs+bp1Br4Rsyxtr5w5ubgzb9vkW4RBhGpKb7qMxxZczz0LLgKUNmLapIwKLIxHkeSGcsuElYh3AJG/S3nLwG8GJJBfzJf4LVCzemSTIin1DYH+yYKeBhQHd8I6wD2v/IMr5n2fzJEzqDicZssfIRK3xXP+V5v/xQpKj/eh8BNClNLql7Jb557sNGG/NV6XQa2jF2GWf7sJMIfav9USMBs4a23Zwc7W0RtGc3jjbZ+pPhyyXqp/8glOeGLN9UkVlpcgTYtoRYLxO7q5DPVz/qpSEXzJC7G6efMgSGiPEkQSCmHKMdPuIlXo1QIJgmpA6qPJtUu5EnjGBSlNK45rAWU6g7i6qQ65NfMKKptz2NRL6Wgbs8L78tDC6/jnq+dXRiSyTXsU6NYC+HEMvPd80QdYKRGhWo2OJ6QUJKU3DUiIiDULrZr4nfG8H4HU+gW4e1q5U85HgGyNf0JnUKJNYt672d8pRCb2pz/wCRYkS4BsrXviN2aqjXUgQEldg7GcOmfSLF5CJAkBKYvidlyj0TmKpinML40hlJjL9/jZkNo9VCFwbweOWNs97E3oDaO5PDH/RY5/6MKase9EcSKbCuVYKCtAgTSFPoFh8qI0CKHPBFQkJQhiOgpKICWO2+RuN2CquC1DCfsIfeSFvkBcmV+dUNycgiylK55T6e0mpAS0s+MGn+V14961yvemO1nM7KX3MbfrCZ5f9ig96SISSvSkCymK6+cn6nr51A7U+8A7KRsUd+DI6WdX9jJP05S7FlzDk0v+wSs9L5LQ6xtaIeC2Us3KABeBb8HykOvnzCSlSL5PqgrHb743n97x4FWu40jm4/d+oG7UCERSihITBjgnyjqhRyFWqQRjCiUhjlNeLY+mEBToCEsUJCYU1yBYVO7g0l1/TFs0tLELbJtawzDWCo664UIeTl6rka8qKxJ5IHdmdjx7jImktEUxUdjNsdPvJwo0J/SFytK+1M93t0tMQZT3zriS9sJY0jSmPRo79JUeBGc8dBjLlguP/3cjnl40AdVR1ExPBMoGgXDPe0/vt4wsMFA9cVJm+999w48TQDbE0t8WwJobcdisOIarDvwEo9vbaVXmLnuJ7z79NZanS+ucLqujLyIJHWFSI/TgdqWLU7+lsSb0JAFdSTsxBbf6Q1Iv9KkX+o344S4XrJF6rLLQi/A94IuqLPfv+0WVk1bPzKHBhN4w1i4ueORarpzrZ/Y0W/YVkKRuILkc55fCZfPudfP7NSLvCsrP2YskjGqbxbum/ZeCJIyiFwnc8bIKJS14kRc/G11mUvQ63r3FT4esnqrKIwvm8YdZD/Pf0nJmLVnIy71LKIQRb95oS87c+aCagDQLlyxhlz9dSCBZADXvtJd5y6ugSVZvrdQH7XsfyN0eEdikcyy7TdiYa156tJIzu3RlykO0sjRMcudmKxny3gB598TDNtyeb+6z6qMajfjHvL9x1Uu/oCzLiSQLCBTVCG91GkMriyZTDZhe3Jyzdjx7pa+5uGcxn3vkxLpUHxdC3PeJ954XSekIYyJJKjaVU6E3CUjVbVlUToWyFol947UgKZGUaA9d4KbTtvg2G4+euiq3Z1CsjtDfDrxTlUX+fb+o8sbVM3NoMKE3jLWDrz1wBX9+9UGoc6JT3FwlBCTqek2qktvrHkB9nmy43s9ip1rpZWX5QFgvWMLOE2axUWc3Ezt6KAapF3koUSTVoDLHvn44kffM+DGdxYHjxJfiMj9+4l/88YXHeK1nGd1JiThzOKhURytmKFKZrmjkTZ9x8Z5Hcvx/rs6luDKDAJLY3ZfMwVBT0DQbQtbqvaz31Jdauyqb40jtcZFstUJ1pCDvFzGw0LsyRSAuC48fccYqe+mnacpnHvgoTy+A55ZOrVwgTbMGScp+Gz6FtDkRzZqA2W9EvSCn6sQ+VmH7zj349HafGPC6PXEPf3rpav7y35uINa3xF6mGHk4rgZdUq06QHWHZ72AIH55+Fq8fvwMAD8x/iPOezfeDXdCcgpSYFI7izB3OZ1RhzW8FY0P3hmEMK2+45fMN0/MCkqZO3LM1x6lKnThWQ9UkCcSJW4bU31CzaxjUHnz9ehPZfeIM9pgwnQOnbNNnpKCeJEk48d/XcPPcp/y1ar3+q+9zz86a8V6p2NSf2KtCWvIjGAIEKWGorocdQBKHVEcshDQejNB7AyT/OX871J/vrpHlX5HQZ9WSSmFunj9VSOKAu99yEuuPGzfAHa1y7exfc+uCG73fAzw4bwLze8dTuwti6m6JF/uDpj5Fr0SV8Z6U7DfjPRjEzY+nGhCnQk+qTC2OYtPOzXhs+YOuYeZXUFQCMVXuCH46h4rgZ06MWTTFqtAnjA8Dzp15xaDq2gyGyhnvLODbqnTVpXcAn1Plq6tt6RBgQm8YzWWvmz9PINkmrc4JLx/eVrWx0Fd79ZWcFaFXhTiBNA37CL1DKg9lF0CmOh8dBFXhUnW9xqqAlhjXsZSxRVjY08HS3g5Egkrvt6ZHTL3YVy6dux6gUt3BLm3csNBUSMth9TxJCQspQdi3V58mrsyKPQ0aEFVb6uysyeaEPQi03x59JWefaH7Zv1pJTZKAclcEGjAqCvj3u05kvY7OmnL+MuePXP1qNc5CFqAIlNtmb0Fcqo8alxAV82Ifc8C02S6CYTbKQXZ/tTLtkWpIrEJXEjEqLBMGSWVjo8RPFQUkFHxY4yBr0EDFd8P9Vt3EQOTzZY2eb2z3A8a1D65B0yyGave6s4GLoFbocRvbnA1rh9AbhtE89r75VNr8FrROeF1IzaRO7DO08k+NVDak0hPTvr36fB6t/pOl1OTfbPw8Jo3tcWujfUMgVpiuIfj+pqDM+W8HLy6Z7C9cdYxrWIk6e6orA/LTFvWVyQLw+v6p1u6eVzlPa689dOOwWvd/3XUHQwjEsDxJ2fGqC0GUN0yayhUHH83H7/0g1Tp6xLlCxhpQ6gnQNKq2dQIQiYhLCVHRb3mcC2M0UC3yJqeIH+x3KypCgUTVhRtSrW20Vb6j/JdYGdJAEb4381KKI3jZ4apExmv0E9gJWLD65hiGMZJ5299PYmxlxZCP254CSeb9Xi/2AiqV4C59I71R89RRBhDOhtQ+sgpBD6/f8DWUgJ6kQCjqPPXT2M/JJiQaVdy9NpnQzSYbPEtvItw7ZwOUwXvkZzb2a2tNen2lpNJiSZPa5Pz0wAoKHSCPH6wOqHrda/7sRr35aoqI+141r7CVNpXwn9fmsNmvzmH99g3Zfsp8gkC474XJLO4dXamEZI1BqQps6p0yRUOSOCH02tobQyGqXivriWdNpEpvPLO2wW3IRoZS3N4CAzUW3ZJEmFiYzFe2//YK7+jazmAj42Xb0yrwnEjNbQyBdlxPf5UQkW8B/4MLvvMscKyqLvLHvggchwvSc5Kq3rSq1zEMY81w/2uPcdZjPyQS13tS34tPNSAKBNXUDVVrUHlIp6kTi0Tp44SXIdQ2ANSfP9A0e39S1xb2MGODRZTSbM92JxPtQUxvEBGkMYXALVGr+BCoWzZVCJVdpi0iDF4lSJQ7XtpiQAMq2rdCkc+GrKsZK34Gih+y9ydU2gKNhCzXKKK/+5PvyQr/t9NbeffmfUZ5uefl53j/v6tD7Q08DNx3kgakSd6W6veXJhCEwoLeDfjrMxv0KUEE3OCFIiFo6u55UIC07BwQ00SAhCQV7nx5OvtOfaHynVTr4xsc3qmzlGSjN41ufINhl/yhSuNGOG3LL7H52K0a5x2BDLZHfyLuLlwKnAEszh0rAbNV+c9q2HEL8EVVjUXkPOCLwGkisg1wFLAtsDFwq4hsqar97YlhGMYwc/g/Pwl++BtchLdAFFGISUk1IBSpbuoicOv+X6GzWF2X3RUv5OfPHsHSLvj1S7ujODGuzsW6+fn+HtS1ghrkxMe9mdQ5nwmjE6+RacUvAISeNKIziElFKuFpqp1U9ykUKCOkWiCKyuwz7Sn+NWfL6jUkb4dURn77c8RzPfW+DRsk5br93sN2k1/f57yF3V1c/Ogd/GH248ztXorbdkeY2N7BthMmU+paxr8Wv5wrq65s4IH/OZUxowb2/t51o8148oizK5/TNOWT//wNf5nvnBPTnMinceinFfpveUmQiXr+Hnh/g+xu10z9u6F+TUPc2kIhpVBZMZFtz6MKpTSLiSCUExctsBiU/c6FddMR/v/AD+dnc/SpZnsbwnumHMsbN3rzgPdnJLKyznj7A/9WpbzCzKtqkMg7gSNV9f2+N4+qnuuP3QR8WVUHbFSYM55hrHn+8tI/uWj2LxCpLktKFb8lpxO7RIVYA1IVesohN+/7ddr7Cbzy0IJr+ef87wPuAXzxE7sQ01FZc5850vXrcV8RimqGjcYsZMPRPX1Gl8GNIqReYdqDMu1hTCFIKaVhZYjXRaJzA8M9SQGRlIIkFMOEv8+eARQqgtohIW+buh1nzjyEzmI14tmmvzzXzQuH1XX/mkidQCrjRi1mysTllfOu3fvbqxQ5TVX52r03c+1zD7MsKbF+oY2rDzqG6etNWOmy6plx2der0+2VkQdfj4rjYrWulQZQ2rcsyeV1efzwfQqkARKUaOtwjoOBCI8c/uU+ZTy1+Bm+8tjXfZPHhT8uekfDkNQHBKI6bZRzxhNfhfZgPT612WfZZOzrVvv+NJshX14nwkZQuwOCKi+smnn5cuUPwJWq+ksR+QFwh6r+0h+7BPiTql7d4LzjgeMBpk+fvsvzzz+/uqYYhtGAS5/5Fbe+9pfcEKp78ruHqZCokPj434kK5dQJ/Wc3+QAHb7rbgGX3xMt4aNFVlJNuth9/BGOLG1FOE0KkJtBMf8RJwul3/4Eb5jzM+FFLmTx2KflNZtM0W7yVby0onWGJUWGJVCDRqDLvG+W2qK0KfUoxTDhg4v58YJMPD+qebXnFeZTSnNrVNEiUSeMX0NFRQgkoSkzRzy5c+4bv0hYWWJvY6rJv0NtINoJqcyrIxorzIx1159QIfW70I43dicWOElHkTrp6/+PZZvyUfm1a1rOMrzx+OguThQjZ5jPVa7sGnrB+2MnM9ffgf6a8m85o9MpUe0QwVMvrxgLfB94Nfbc5Gmg/ehG5FdiowaEzVPU6n+cMYFfgCFVVEfkh8J86of+jql4zkJ3WozeMoefVrtc4+aEvkn9iZ9HJnMd4tjVtQCn1Qp8KZQ2ItJ0bDvjmsNr7wTtOoTvpzW0RC3FlqVvtsHlH2M3oKKasYaUhEFQ2uFHKiYvSFohSCFyv8D1T38NBG7110PbMWbyQg/7w/+j2E+/FsJspExfRQwSEBJIfrUgZWyixQWEcl+/9tf4LbSJzlyzk7Tf+ggXl3CIsUYK8Cgwo9N5fIFTf4/dD8nEAlOkc42Zop7WN5aZDP7NmKtFiDNXyuu8AOwLvAK4FPgxMAU4GBvwmVPXAFRh4DPB24M1abX3MAablsk0F5q6kzYZhrCZnPfhNHl42i2yH96IkBIFbvJSJvQiVDVmyPlSiMEHG8cv9h3/lbW9a8qLtqHao8715N7BbTopo5PanR1OinFqVEvEin7pNc1zg1UGJ/CP/ncsn7volAhQlYcLEEp1ByIJ4KSLC8tStOQ/E3TeR1E0VSMDScgGRxQNfoIlsPHY89733ZADmLlnEPjf8qHqwrkfdr/Mg9SIPUKJzTEonAfe84+z6E41VYGWF/lDgvar8Q5xT7b2qXCnCPOBjQJ8h9cEgIocApwH7q2p+jf71wK9E5Ls4Z7wtgLtW5RqGYawcDyx4iB88cz6xpqQEjAqd01Nv4uLGk5RpD8W7NtWtlUYop3Dd3udTKDRn6Lkz7GBJ3E39UrG+CDFu2V8xG06WMsvKIe4RKYSSIOIaOGGQ8r6pH2hY0h9feJgz7r+O7iSulu57rlmkt+WFEhAhmlAIqw5hzjksQEkRUd+EUo656zgAQo0YXRjDUdOOZO+Je67m3RlaNh47jufedzrfuP82Ln6iult5fyLv7knZzeuTMnpUNVrfxXt8mN0mbD58xq8DrOzQ/TJgG1VeEOFF4EhV7hRhBvCoKqsUzFdEngHagP/6pDtU9eP+2Bm4kYMYOEVV/7Si8mzo3jBWnVKpxMkPH1fxWs6c3UpJSKwhiRf7lAJQpj1zplLvjJcG/N82n2ab9bfs9xrDwa2v/JMfPXNFxbu+8fw8eN9+NmxfVl2H7cXWqVSMW0UsjGEU39zxB30aLx/6x2XcMX+WO7u+N1tJ82JGQrHgyo4kdSMjCqEPMCSSEgbu+HrFHtYvdlPWgAC3/A8gTuHyPS4ZlN9CM7hz3iy+8cDtLO7pYVbXXBChrZjS1gZhWN14N1UfZwHh3G3eydsaLPczBs9QDd0/C2wGvAA8Dhwlwl3AEbDqe9Srar/ujqp6DnDOqpZtGMbg+cfLt3PZnEvBC6LgttZElWKYkCQQaEgxFHoSQAtAqSJoSQpX7HYBHW3N39L0wEn7sLzczWXP/94tRQuyWPh911O3h730pG4Sog0llWyeXlAilJS2IKU96Ooj8gffeAGzupZAjYtSQhRRF9zHTRM4V6baFcJZvIB8vszOBaVOOqSHQiGiVFlTn/Dhe47j57v/bPVu0hpij8mb8rvJm3L8Hafy2vxRqEIY4n0eJDdw75zwrt/nRDZdv5ELlzEUrKzQ/xzYAfgr8A3gBtwa+wA3T28YxgjlyUVPcOmLP/ehQzMnOydKmdgXJKWXENEs8ApOdyTg+zucy4TOvsFRmsnhUw/i4I325YpZ13Hjq3/DDYzn4+DD2KibscVeAHrTwB93uHuQEIpbvrckrV1ZXEoSZnUt9fHs8w5+IXFcFfv6oDiNqDYKXL52eitldmuRQs2q5ohSGnPGQ2dyzg7/txJ3ZOX41K+v55Ynn6183nbyRD62/x6ccuON9GZODwIf3HEHvnxQrRvWp+45ndeSLkQ6UA1dECWtTmWgzllTRDjyzu+w9ZhpfGeXo5nUsXbHkx+JrNbudSJMx3nJPw18SZV3D5Vhq4MN3RvGypGmKR+991ikTozcenJoCxJQt0tYT1okVaE7KSLAb/f6HlGwaluVDhc3vPR7rpt7jd/5zK2nFoRikPg4ANUevvp6BqSEgYsDoJU19TGTo5Czd3SR495200U8sWg+Vffy+mmBMrkl9QR+SL6t4DzvC4Fb653N0QMEkjA67Ka96JYnZo2E0VEv1ZF6N7fdHqT8bA316vf71k94dXkXvYUEHZ+6dVbZ9bsh7Ipq2i/Tx63H7R91/gQ/f+Yqfvfy7QA8v3gMSVIgu0fZ1Ib64DiBCMWoRCFUepOINgL+fagN4q4KQzV0X4NfN/+CCDsC71qdsgzDaB4/m3Up4peTZVIvSCUcbKJ+75LURZ0rZ8FNlLVe5AG26die6+UaIhLCwEXIy89uh6rknfLbA63E3w8lJdZsWF5ZmtvT6+klr9FI5NMkU8AiPdUYOEBKW3s3LvBfWje0r4yTxbR1Rn22iW1MAJIya8EC3nzZz6l8c/68zceP55Zjj+337PtfeZGP/vNqUpTjttyNj237Bh5d9BKn3v0b5vcuha2cmQUgLgk9yzrQNIAyEEEyNqleL4bZPYt47zVX8tO3vY1r5v0VF+BImDpmGXOWrud3DQyqAh/gevrEhOIC40RpQkmFXf50Ovce+vUB6m6sDEOyH70X+vsGWkc/nFiP3jAGj6ry0XuPJk2r0hdkW3n6iHNuWRksjyM6gh6KoZOgtqCD7dbblZnj9mbHcTuutc5hAB+954M+mIrWyGf2vlehGDiBrsYHcEGAYg0JSGmTXtoi5ds7XgXAtlefS0+S5ERefBx4/zHb6jXVukh4MRMmLKMtiplUWEAp7CCo29ov21o1m68fUyjlHP18mo7h1jumVpPwYQqTqh/Ck585iUJU2xjb5jfn0VMXSTwKlI7Okm/c1a7pD7zpmsLyRRFxVwO/a+9Iv/0Oz5PWjZIAzFtaRNN2V47fjU8kpRimFKOEQIQkFUqJG0E5cdp+HLvdoX2vY/RLfz36tfev0jCMYeHMBz9PTxLRnUZ0pwHdaUhvEvp9v50orhcsZ2zYxQZtPYwqQCFwcvhaWbh9/r2c//T3Oebuj3LcXSfw3Se+x4KehQxFJ2Io+fDkE1CERAO/kY5bW9+dQq9Gufh+VVR9aF2vYq4hUxWwq954TJ/r9BV5IAsLjKAJaBIx/+VxFHq7GT8mZXx7F4H0Oi90rR2yBygQ14m8895/8vFtclcWt2ItwUeEdyVs/Z3vc+Qvfk3q59Tff9svKyIvUn2FhbihyKv3jE8Sdy9Grx8zetKSyiVrXgXNibyzPxL3mjKmh7ZCL8UwoS1KaItS2qKEYuR8QLJ2ih/g5+K5t/f3VRorydo/5mYYxhrluZ75jI96kazZr7A8KVBKA9rChImFpahAd1qoLotKYVnS7sOLVoWvV0vctfAh/rXgi76hABBQoMhbJh3AEdPfxPjimOGtoGevKXuz2+Td+di9x/rY6E5cAnH998jXv05PSVUIJKYtyHvDO7bZYONc5n6G2XPe9BrXXIFZ86cza76y/9ZPMLqQEEoXy3ojerRYObk9iClGtcHie3sKXDDzPA64Mzc/r9W1ErWXVx6Y9zJbfutCV5/p3c6aOnOzURyRODedENbVS0gSCKMUpBe3Kjo7lEJbNhLilihG/tRUlUKgjCl005N21Fw3W1aomg9qZAwlg92m9voVZBn8Js2GYaw1PL34WcYXehHJ7domwqiozNJSyCjpJgygpNWerAj0aLbELDdkjev5xRpVtp1NU+hKXDS9K+fcxtUv3UIIPjiKssWoGbx76sFsOmYqE9vXvMd+FERcstvl3PLSjVw579cIQkhMmBvbFPWj3yn0qA+kEzjhAuXMLWt35L7ygA/yntuzbV0bCX61J1/97LP6bWj/9tBWvGmnJ12PuS1hRjSao6d/gB/P/hmL46WA0NsrPPLQ5sSpmyE94MGf5QPMQUxfxAv/IAZXVBOiIAWRahx6TSinbi4dpOJTkKbQObGX5QsKSAIQ5IKiu/qFdSKfqNBZFJJSL4m25a4rPnSyv08uviKDMtoYFIOaoxdhUG6dqvTv+TGM2By9YQyOT933PsZFSyj4qd1YA5bGbcREJArjw16CQClpSCmN3KNYYGm5SLki6JAJfW8SVjzbAZaXC6hfjx9JtdcMSujDvea7llPbJ3HBTmcjA204P4T89tnL+euiG70NrpcfJyldaUggRW+nCwoUkrDzertz7Oaf7lNOb7nMXtd+l8UaV7ef9WPRmngBqwhxNo9OjQOfIOwxeSr/t++BvO/aK3mtp6dyrKBCnGh1slWgstouSytlQ/a5e5df8edJpnUjEjNlg0VEvsMeJ+67gojeEpTKba7uYcKotphSUt+zd+Fqly5yc/Uiies2prD1jHkgQkFSv04eoiAl8bsYAizpbaOUCKH36sqWJyap2zXQrUZI+MnOH2eHCSN/V7nhYsh3r1ubMaE3jBUza/FjXPHi58j72YMQKywod1DSiHFhL1GgxArdaVvVcS0N6EraGwh9ROL3ek9ToStxw/1O1F3wHTd6kBJ6kU+zHl1uGuCsrY5ntw13HJb78MCrD/KdWef7+jvVDLK13iS0BzFhkLLfuDdx1GYfHbCsJEl40w0X8cIyH6Ne8T35AI1z3vmx+79+mN2F0c9mqXPELiG/9Ssl/39YzSNprswGIj9+yiuMm9pdSXRR6aoDu4t6nNj3lKBcbndOmEFKsVBG1eXLevVLX2lDwwLZdIZEKRLC6GgJUyd3+Z3/fFQBUf89e6EvtaEJ9KZRJU/23QekRGFKFMSMigL+fMB3+r/hRg1rZHmdYRgjkzgtc/nzn6VEgdT3ZAuUiYKUkIDRQS8Lk4heFUJ1e4uHJLgNY6EYpHQn2XB/4953frrViX3de3HLr5LU7RWeKJVgNV96/BLWe6qTy/f4KsVCn40yh5SZG+7It4vn8fmnvkDtcHFCISgTqrI8Lq5Q5AHCMORvh38ScKsZLnn8Tv7y4jP8++U5VIb1/SX63DW3NB78GEhNOnUinyf1HmyhOu9+j6jk8peZtus8Ny9BtaAwSEk1BtySvtHFMstKEW0FKJdTP1cfkCZUfDjUd9M1diMe1T1hBVVleTKWrp5eOtvcCI5qFtu+anyqJcKwSGcY0xP7EMDipnRCoBCmIJBgk/ZDgQm9YayD/Hb2OfTgwtRmc/MlisRpQntQphAGaBKSakSiJUKgLYwpJyllv9HLmLCbZUlbbo25EEpMSoSqCzCTR2tH6V2aPy9RN2TrPAFcrPceXcIxtP/nAAAgAElEQVR77joZAUYHHVy4w1mMH7VmoqZNGjcJTZUwjAl808UtLQzp1qAyFbEyiAgf2WZPPrKN24DmrH/fzGWP3493AaRf570VOfVlhyP8yIAXUREogJZrHQon7/gSYcFvkqNuy10R9dMoAYGkfgklREH9d+R+HYmGNWKxdO7AIY5fmD+R9kI3m264kCCQyo6GWcNwbBss6YkJg4j2qFq9cuq+fwQClL3GbTvgdYzBYUJvGOsgjy57gGxOGqrCkBKSVsK8KiUVSIuEUqYoLgRumpbo0jYu2uU3lfLmLH+Jn8/+JbOWzWZ5GtOrEAQBUZIQE7rQp1BZRpX179zObU7kvfseUeDXuou6xoLAsrSLY+77YkWCN++cyndmfo4wHJrQHUf/+zTKEiCV3rP6KQhnH7r6O/B9de+D+ereB7P9ZRewpDsbd28k6nUOfVKXmr2prBKo3lQFiOCejx3PJffez1Xd11Ei8vP5KYEktEWZQ52SD3uQzeJWg/VkF6vNs2xeEc0878IsT98p4O5SB4/NHg2qTEgXMXHGcqJiWil7dFtKnJYpx27JYyGkIvriA+p8deaKR1GMFWNCbxjrJEIpDlieFGkPynQWnEt4bxzy7PJJlKSNSR1LUfxGKir0kA3HR4yitkc3ddQUztz2tJq0Zb3LOPfJn/Lw4ufpSVyvPfBP+RQIa8QhCzHr5/CzFy4KX6JBZV1/JMqs7hc48j+fAoHR0smPdjmbMW2rtmxvn1tOZcPOXkJCglQIRAkqS+vcmvAtO7depbIb8fAxp/Clf97C5Q8/QI2oZyPqjdym8hF8cnnConDv8Sdw5/Mv8Menn+W43Xdluw03BODanhsIJCRrvaSpkGiBnrhMe5TfWLjaqCj7a5Rjd1Hx8+zdL7RBsR2tMa46rC4+tG9NvKTMcV6F7mcm8fwzuXpIQsfU/zJh2+VERUg18Q552Xa+yq/2OHtFt9IYJCb0hrGO0Vvu5aklE+hJIz9c7gQ2JXAhbhHWKy73I8NZyJwo94hXdhy/4u1ER7eN5pwdTq18TtOUJ5e+wA1z/8YDCx+lR5fmtoJ1iFQHtTNNyJbqKX5oGeczIN6yLl3Oh+75PIrw+tGb8aVtTqSjsOLd8973jwt4rmse49rdCEZKSDl1jmNZkLrUB6/5wrafXGF5K8PX9jmILcdvwJf+/pea9NdtsD4vLlpEb5y7JwABfGGffXny1fnc/OyzFMOQCw95K/tuuikAB221FQdttVXlnMuevo1E3dI1ESfAQQCokmplzN/nVu8ICctLHcQx9JaKZGFqx/SO4YmTP80nb7qeu16ew/xXl6EbVKICIZH7P4uEXBkNSAMowajZOR+L3Pr87jkbcsIeB3PYTltz7fO3c/kLf2RK20Z8c8dPMLpjlXY8N/rBvO4NYx3jnX8/gRIhgpunzZZAqQo9aUhBlPWK3XRGXbQH2epxRybA5+90CcVgaLaiPfeRi/jrfx8lQAglpRC4ZXeBKCk+JKoPmRoGziM+E3nE2V1OhJiAOHUOfm5tdsCUaH3O3vFDbD5240p43g/+44c8vuxFAnGiPq5tGR2FbATBecRlHdNUBZWAa/b+8ZDUtRFxmvL84oVsNGo0o4ptJGnKLc89w8X33005Sfn07nvxxs0Gv8SsOy6xz81n55Yyuv3ro8AJd5JCRxQTBAlRAKmmvL7zdTyzoMxzy9yafQkgEOHbuxzB2zfZrs81SuWE2594lmIgfOJf19I7KhdOtxeKTxUJCWumHSpvvF0zp0ziV59838rcKmMF2PI6wzBYVFrE++84A8jC2DrUz5P3JgEFUToLvXQEJUYVSjXDfgoEMpbv7zy0wjdr8Rw+/sA3CXFCH/p5+hQo+XC8YWVIn8rcvZuCqIp8mgYkPrhPrBDHQuK3SC2nCWHgl/sFriEhohSDEht0uG1qpTIJXnUevHSXb7LeKk4LNIN9bvoyZe2llOCDz0AWlLa94ObI28IyE9s7uHKvr/bxc3Be8isXx+C8P/yVX/zr/r4HqosMmDC6gygMmTC6k58d97+M6lizqynWRWx5nWEY/Gne34CAMBeoFLKZYq28744LFIoxXXE7kcREQep7yu38ZJcfDLldm643lZv2/x63zr2TC575BaLVHnvFuj5e+y4twc/fa7aXvBP5Jd0BLkSrW/ZViEI/7F8VcoByGlJKoBhmadWLfGnLE0eUyJeSMmXtpTcBCEkqHe2QIIDuckp7BDfvfy5thbaGZaxKsKLT/ucATvufAwCYv3Q57//xb3hpoYuHHwBf/9+3cNjO2/RfgLFGMaE3jHWITTum9XNEfQAXvId8wOJSBx1hmUIAEsPrx+zA2dufvEbtO3DjPThw4z0A+METl3P7gn8RSkqCeLuk0iDJO7JVpx/ckWXdQpK0U4pDilFMFPX1DK+eHbKgp5OOQolRUUwg0BsLn9jsg8ycMLLEaWm5pyLy5Tjnmg+kCYBy5d4n9CvyQ8HEMaO4+fPHrbHyjZXHhN4w1iH23HBneOJnJHinN4EsxooIFCWhpCGxKiEB3XEbvdLBaVsdzb6Tdh5WW098/Qc5kQ8CcNlT13DVy7cTp0ohcDFiAr82G2qd1RVItI1SHJEmKUGxdhGbGytIyUYEUhQhpLvcTnfZNRa+v/PH2XXiZsNV1SFj/bbRABWRzzzZq0R0l5M+5xmtjQm9Yaxj7Dl+W+5Y+CiqueVR4uZmgwDaNCFV2GTUVL6wzYeY3rlRE611HLPluzhmy3cBzs5T7j6XF8ovEgARKWUJKz19AeI4RFMhCqthWCvNAfVLy8StKNBsul+F9cJObjroS8MWa3+ocXaH1It8klSj4b3775ex47iNuerAjzTFRmP4MWc8w1gH+fVzN/LLOX8i8J7s2TD25p3T+OxWxzF51MRmmzhorph9Hb994Ta6UohT53g3d9FY0iQkCEoUC0oYUnG+y0u4eCe114/ZmMv3PalZVRhSXl6ygDfffmFF6DORj2NISy6qIf7fu4/8FBM6RzfNVmNoMa97wzBante6F3LKvT/k7lfKJInbTq2tLSEMUuetL1VnPAEKEvLvt3ylsvSuVdj2urP93u5CkgRe5PNbC8cEBfd2XKGNy/Z/H9tPmNI0e42hoT+hb61ft2EY6zQTOsbzy33O5Kd7HQUomgbEsZKkAWnq1sUnaUCcBOzX/nruOPRrLSfyAPtMqPUvSMvV/QgIY8IiPuiQsLhc4h23/pxdrv7W8BtqDAut9ws3DGOdZ7+Nt+Y9m24HosTlAuVyQDkWymWhp1f4wcwPcv6bjm62mWuMn7zhGDbtHF9N0CzeYAIxJL1CUnIvTd1rUVzizdf9qFkmG2uQtULoReRrIvKQiDwgIjeLyMY+XUTkeyLyjD8+vG6/hmGMWM7Z7Qiefc9ZHLPFbowJRzExmsAFu76PJ9/1NfabttWKCxjh/PEtpzBz/amUunFx5xMgiSAtQBpBEkISkMZCmoKmwuzuRaQtOJ27rrO2eN1/S1W/BCAiJwFnAR8HDgW28K89gB/7/w3DMAbFWbscylm7HNpsM5qCLulEe/OhihWpBMLzqxBS/7/v9i3t7Wa99s5htdNYs6wVPXpVXZL7OIrqktjDgV+o4w5gnIhMHnYDDcMwRhjvuv4K/vPKnLpUQZPaz9RFAxxdHJo9DIy1h7WlR4+InAMcDSwG3uiTpwAv5rLN8Wnzhtc6wzCMkYOqcs+rc3MJuYMiaJLv2UPWuy8AYQs6J67rDNs3KiK3isgjDV6HA6jqGao6DbgCODE7rUFRDSeQROR4EblHRO6ZP3/+mqmEYRjGCKA38dvQloFegVIAJXGf/R7xtbjH6iNHfn54DTWGhWHr0avqgYPM+ivgRuBsXA8+H5x7KjC30UmqejFwMbh19KtuqWEYxsimGEZQwnvb50LkqKClFCobx1XCAvLMe79IMEIjAhoDs1aM0YjIFrmPhwFP+PfXA0d77/s9gcWqasP2hmEYAxCIVEU+i37rNVzI9id2G/1Mb2tn9tGnm8i3MGvLHP03RGQrXAjq53Ee9wB/BN4KPAN0Acc2xzzDMIyRRXWb37pEdbsRzvroaSM2pr+xcqwVQq+q7+onXYFPDrM5hmEYLU5gIr8OsVYM3RuGYRhDTH7v3jq+sNcbhtUUo7mY0BuGYbQgn9ltb/cmE3s3JU9nFPHxnfZqlllGEzChNwzDaEE+tdvefPdNh1AZoRc4ZLPX8djHTmmqXcbws1bM0RuGYRhDzxFbb8cRW2/XbDOMJmM9esMwDMNoYUzoDcMwDKOFMaE3DMMwjBbGhN4wDMMwWhgTesMwDMNoYUzoDcMwDKOFMaE3DMMwjBbGhN4wDMMwWhgLmLOG+c9Tz/ODP/+Dx+fMJ5CAo/fdiZPevh8Aj734El/+421MHTeOb7zrrRQj+zoMwzCMoUXcBnGtxa677qr33HNPU224+5nZHP2T30EKgfpw0xHucwqxgHZS3Sc6gFQhCuHxL53aTNMNwzCMEYiI3Kuqu9an29D9GuDWR5/iQ9//HW0LlfbFSmGpUlyuhAsUlkFahBAg9dtF+80mAoEkgdd97fym2m8YhmG0Dib0Q8zy3l5O/umNtC1XCEGLgEAKSKcQFZWoC8IyFJcCJSpCD174gb2//cNmmG8YhmG0GCb0Q8zJv7qB4nLcnQ1BYyFtF2hzEq4iaAgaAgLFLpDEnyzV/17tLQ2/8YZhGEbLYd5fK4GqcsWf7+LSP95FV1eZSet3cuT+O/PeQ3Ym8o50j7/0KqJKGgEItPtzgdIoSEe5ZCnhGgQxFJZDaZzL1HoeE4ZhGEYzMaEfJPt97EK6SokbgwcQmPNaFxdc+08uvOafANzzs0+zQaGDF6JuED8inwAKveOAdhB/vhagdzy0LQQpu/IylTexNwzDMIYKE/pBsNuHvouKQurG1mMBOqhOfCSuh77rh79L3C4QCCq4Xn3osrR1QdrlBD5pBwqgAZRHQXGxy6NAGrpyb/noB4ezioZhGEaLYkK/Au5/9AWcBFdFXkf7g+K77ZFCANoDSawQSUWw8XPxkrhldmkKYY8rRyJIC66oJMuv8Ouj3smmG04Y3ooahmEYLYkJ/Qo45Tu/q651x4t8QDUB914DJQ3d0LwWIFQgca8kdGmaese7AMISJBGg8LnD9+HoN+42rPUyDMMw1g3M634F9JSTyvK3coG+Ih9kH6XiSa9hfgwAQj9PX80L4ifiXzd6PRN5wzAMY41hQr8Ctpi6gZuDh4oHfQ2Z55woopCMoirqVMVe4trsCkSh8KdTP7xG7DYMwzAMMKFfIZf93wfccHuiDYbsa0nLQJugOkA2P63fNibkkS+eNNTmGoZhGEYNa5XQi8hnRURFZIL/LCLyPRF5RkQeEpGdh9umMAyZuc1kAt8jJ00JliQEXQlotX+uQDzBq3uhbzla+Qc+sM8OPHDmSQTBWnX7DcMwjBZkrXHGE5FpwEHAC7nkQ4Et/GsP4Mf+/2Hl4jPfxwe+8gue//ccCt0JSVtIMroIpHSNgWRcmK28c+TeK27pfbFdOO2wAzhqr5nDa7xhGIaxTrPWCD1wPvB54Lpc2uHAL9RtsXeHiIwTkcmqOm84DJr/0n85eZ8zmf/8awC0RwXCcWNhdCfJhLF0b9hB59KQpaMVbZeqwHtve4AoEi464Z3svsUmw2GyYRiGYdSwVgi9iBwGvKSqD4rUTG5PAV7MfZ7j0/oIvYgcDxwPMH369NW26Ym7nuJTe55RmxiXSRYsJCiVCBOlA+ieMpqO+SlLZ4SVbLtM34hfnPze1bbBMAzDMFaXYRN6EbkV2KjBoTOA04GDG53WIK1hhFhVvRi4GNx+9KtoZoXPvPErjQ+kKWlXD2FnJ/SUIEkIJITALZn70TFvZ79tt1jdyxuGYRjGkDBsQq+qBzZKF5HtgU2BrDc/FbhPRHbH9eCn5bJPBeauYVMBKHUPsHtcmkK5TNDrxuf32XUzvnn6EcNhlmEYhmGsFE13+1bVh1V1Q1WdoaozcOK+s6q+DFwPHO297/cEFg/X/PwKEUGjEAlDzj3tHc22xjAMwzAaslbM0Q/AH4G3As8AXcCxw3XhMeuPZumCZQ2PSRhCFFGePIqrLvoIYdj09pJhGIZhNGStE3rfq8/eK/DJZthx6ZMX8L8TP9L3QBAiHe2894zDOeaTBw2/YYZhGIaxElhXtB/GbbAet6RXscuhO7ld6iSAtiJv+dSh3LToEhN5wzAMY0Sw1vXo1za+cePpzTbBMAzDMFYZ69EbhmEYRgtjQm8YhmEYLYwJvWEYhmG0MCb0hmEYhtHCiOpqR4td6xCR+cDzzbajAROA15ptxDBi9W1trL6ty7pUV2id+m6iqhPrE1tS6NdWROQeVd212XYMF1bf1sbq27qsS3WF1q+vDd0bhmEYRgtjQm8YhmEYLYwJ/fBycbMNGGasvq2N1bd1WZfqCi1eX5ujNwzDMIwWxnr0hmEYhtHCmNCvIURkmojcLiKPi8ijInKyT19fRG4Rkaf9/+ObbevqIiLtInKXiDzo6/oVn76piNzp63qliBSbbetQIiKhiNwvIjf4zy1bXxGZLSIPi8gDInKPT2u533KGiIwTkatF5An/N7xXq9ZXRLby32v2WiIip7RqfQFE5FT/rHpERH7tn2Et+/drQr/miIHPqOrWwJ7AJ0VkG+ALwG2qugVwm/880ukF3qSqOwIzgUNEZE/gPOB8X9eFwHFNtHFNcDLweO5zq9f3jao6M7cMqRV/yxkXAn9W1dcDO+K+55asr6o+6b/XmcAuQBfwO1q0viIyBTgJ2FVVtwNC4Cha+O/XhH4NoarzVPU+/34p7kExBTgcuMxnuwx4R3MsHDrUscx/LPiXAm8CrvbpLVHXDBGZCrwN+H/+s9DC9e2HlvstA4jIWGA/4BIAVS2p6iJatL51vBl4VlWfp7XrGwEdIhIBncA8Wvjv14R+GBCRGcBOwJ3AJFWdB64xAGzYPMuGDj+M/QDwKnAL8CywSFVjn2UOrqHTKlwAfB5I/ecNaO36KnCziNwrIsf7tJb8LQObAfOBn/mpmf8nIqNo3frmOQr4tX/fkvVV1ZeAbwMv4AR+MXAvLfz3a0K/hhGR0cA1wCmquqTZ9qwpVDXxQ39Tgd2BrRtlG16r1gwi8nbgVVW9N5/cIGtL1NfzBlXdGTgUNw21X7MNWoNEwM7Aj1V1J2A5LTJsPRB+Tvow4Kpm27Im8b4GhwObAhsDo3C/63pa5u/XhH4NIiIFnMhfoarX+uRXRGSyPz4Z1wNuGfwQ519xfgnj/NAYuAbA3GbZNcS8AThMRGYDv8EN+V1A69YXVZ3r/38VN3+7O637W54DzFHVO/3nq3HC36r1zTgUuE9VX/GfW7W+BwKzVHW+qpaBa4G9aeG/XxP6NYSfs70EeFxVv5s7dD1wjH9/DHDdcNs21IjIRBEZ59934P6QHgduB4702VqirgCq+kVVnaqqM3BDnX9R1ffTovUVkVEiMiZ7DxwMPEIL/pYBVPVl4EUR2convRl4jBatb473Uh22h9at7wvAniLS6Z/T2ffbkn+/YAFz1hgisg/wD+BhqvO4p+Pm6X8LTMf94P5XVRc0xcghQkR2wDmvhLjG429V9asishmux7s+cD/wAVXtbZ6lQ4+IHAB8VlXf3qr19fX6nf8YAb9S1XNEZANa7LecISIzcY6WReA54Fj8b5vWrG8n8CKwmaou9mmt/P1+BXgPbnXU/cBHcHPyLff3Cyb0hmEYhtHS2NC9YRiGYbQwJvSGYRiG0cKY0BuGYRhGC2NCbxiGYRgtjAm9YRiGYbQwJvSGYQwZIvxchBvWUNm7iqAizFgT5RtGqxKtOIthGCMBEX4OTFDl7U0042Ry4YBF+CvwiConNs0iw1jHMaE3DGPIUGVxs20wDKMWG7o3jHUAEaaL8DsRlvrXtSJMzR3/sgiPiHCUCM/6PL8XYUIuTyTC+SIs9K/zRfix77VneSpD936EYX/gk37IXUWYIcIB/n2+7Bk+bddc2iEiPCFCjwj/ALZsUK+9RfibCF0ivOTtGTvEt88wRjQm9IbR4oggwO+BSbgNeN6I27Xr9/5YxgxcWNB34uLZ7wSckzv+WeBDuHChe+KeH+8b4NInA/8BfgZM9q8XB2nzNG/zLcBM4PvAN+vybA/cjIvJviNwhM976WCuYRjrCjZ0bxitz4E4IdxcldkAIrwPeAa3ocetPl8EfCgbfhfhYlyM94yTgfNUucYfPwV4S38XVWWxCCWgS5WXs3RptKFvX07AxVc/SRUFnhBhS+BruTyfA65U5Tu5sk8A7hdhQ9WW2W3NMFYL69EbRuuzNTA3E3kAVZ7DbcO5TS7f83Vz7HOBDQFEWA/YCLgrV4YCd69Bm+/w18j4T12eXYAPiLAsewH/8sc2X0N2GcaIw3r0htH6CNDf7lX59HKDY/WdgaHYBSvbzTHfty/U5RlMvz/A7TB3foNjL62CXYbRkliP3jBan8eAKfn15yJshpunf2wwBfie/svA7rkyBNhtBaeWcNsX55nv/5+cS5vZwOY96nwI9qzLcx+wrSrPNHh1r8Auw1hnMKE3jNZirAgz8y/cXPyDwBUi7OI926/ACeVfVqLsC4HPi/BOEbYCvoMT64F6+bOB3b1X/QQRAm/Pi8CXRdhShIOBM+vOuwjnHHiBCFuJcCTw8bo85/myLxJhJxFeJ8LbRfjJStTJMFoeE3rDaC32Be6ve30LeAeuJ/1X4HZc7/wddXPgK+LbwOU4L/o7fNrvgJ4VnFPC9dDnA9NVKQNHAZvhGiBfAU7Pn6TKCzgv+kN8nlOBL9TleQjYD9cg+JvPdy7wykrUyTBaHlEdiik3wzDWRUS4D/iXKp9qti2GYTTGnPEMwxgUImyCW073N9yz43jcsr3jm2mXYRgDY0JvGMZgSYGjcVMBAW44/lBV7mmqVYZhDIgN3RuGYRhGC2POeIZhGIbRwpjQG4ZhGEYLY0JvGIZhGC2MCb1hGIZhtDAt6XU/QTbSEqXaRL9lVk0Abenzpk/+2rSB8g/mWF1Cw2jeAx3LZxnMdRyKDC5y+Erao3VZVr7s7JjUljfo8wawaUXnDraM1SinYZlDUFZ9npW+byuZV4fK5kHl1TVyjxrepUH8qdUflAHiCzXelU/7FtPwurXlNn781OVZgX31RVQfUQPlyR1rcP8Gn78/W/qWI9KgXoO5Xn2Z0jdfzXUa3T9/fp/rNLxH/ZdZm1Zvc4PrVH4D0iBf389Sd1T6OXLvQ703qeohdUW1ptCXKLFHcBAAEmR3NKh+9u+pHPONgCCo/lqCoOYYgSD9nIdI3/w1x+rTcuU0yl93TCtpVPPU5VeR2uMrOFYpU3JpffLky6KPLdrnWPX86nuq9amU2Tf/Sh2r2JnLm8/nj9XbMPAx6fdY7XX6llV/rOH1WPkyV9WWhuf1k2/FZemgzsvnrymnPn+Wp58y88e0rkxyP/t8WvX/2jSpOa/+WLUMkVqhkJwNlWNUP9fnD3LlDHQsYIBjdbZknwO0b1ru/3y+fo81yBNIusJjYe5Yff6wkj+tplXyV/OG1J2XlYNW32fXy5WZf++O9S0zX1b2OaDW9up5ae68WjvD3LF8WZlNQd31QjR3H+pt18r7ahq5svz7Spr460Io2XupOya5Y0FtHgkqaQDh5Kcn0AAbujcMwzCMFsaE3jAMwzBaGBN6wzAMw2hhTOgNwzAMo4UxoTcMwzCMFsaE3jAMwzBaGBN6wzAMw2hhTOgNwzAMo4UxoTcMwzCMFsaE3jAMwzBaGBN6wzAMw2hhTOgNwzAMo4UxoTcMwzCMFsaE3jAMwzBaGBN6wzAMw2hhTOgNwzAMo4UxoTcMwzCMFsaE3jAMwzBaGBN6wzAMw2hhTOgNwzAMo4UxoTcMwzCMFkZUtdk2DDki8mdgQoNDE4DXhtmcNUkr1aeV6gJWn7WZVqoLWH3WZoa7Lq+p6iH1iS0p9P0hIveo6q7NtmOoaKX6tFJdwOqzNtNKdQGrz9rM2lIXG7o3DMMwjBbGhN4wDMMwWph1TegvbrYBQ0wr1aeV6gJWn7WZVqoLWH3WZtaKuqxTc/SGYRiGsa6xrvXoDcMwDGOdwoTeMAzDMFqYlhV6EblURF4VkUcaHPusiKiINFprv9bRX11E5FMi8qSIPCoi32yWfStLo/qIyEwRuUNEHhCRe0Rk92baOFhEZJqI3C4ij/vv4WSfvr6I3CIiT/v/xzfb1sEwQH2+JSJPiMhDIvI7ERnXbFsHQ3/1yR0fMc+CgeoyEp8FA/zWRuqzoF1E7hKRB319vuLTNxWRO/2z4EoRKQ67caraki9gP2Bn4JG69GnATcDzwIRm27mqdQHeCNwKtPnPGzbbztWsz83Aof79W4G/NtvOQdZlMrCzfz8GeArYBvgm8AWf/gXgvGbbupr1ORiIfPp5I70+/vOIehYM8N2MyGfBAPUZqc8CAUb79wXgTmBP4LfAUT79IuCE4batZXv0qvp3YEGDQ+cDnwdGjBdiP3U5AfiGqvb6PK8Ou2GrSD/1UWCsf78eMHdYjVpFVHWeqt7n3y8FHgemAIcDl/lslwHvaI6FK0d/9VHVm1U19tnuAKY2y8aVYYDvB0bYs2CAuozIZ8EA9RmpzwJV1WX+Y8G/FHgTcLVPb8qzoGWFvhEichjwkqo+2GxbhoAtgX39kNDfRGS3Zhu0mpwCfEtEXgS+DXyxyfasNCIyA9gJ15KfpKrzwD3QgA2bZ9mqUVefPB8G/jTc9qwu+fqM9GdB3Xcz4p8FdfUZsc8CEQlF5AHgVeAW4FlgUa6RPIdqQ3PYWGeEXkQ6gTOAs5ptyxARAeNxQ0OfA34rItJck1aLE4BTVXUacCpwSZPtWSlEZDRwDXCKqi5ptj2rS3/1EZEzgBi4olm2rQr5+uDsH7HPggbfzYh+FjSoz4h9FqhqoqozcXmj3PoAAAqOSURBVCNeuwNbN8o2vFatQ0IPbA5sCjwoIrNxX8R9IrJRU61adeYA1/rhoruAlMYb+YwUjgGu9e+vwv2RjAhEpIB7UF2hqlkdXhGRyf74ZFwLf0TQT30QkWOAtwPvVz/hOBJoUJ8R+yzo57sZsc+CfuozYp8FGaq6CPgrrvE1TkQif2gqTZiKWGeEXlUfVtUNVXWGqs7A/XHsrKovN9m0VeX3uLkfRGRLoMjI3vFpLrC/f/8m4Okm2jJofM/pEuBxVf1u7tD1uAcW/v/rhtu2VaG/+ojIIcBpwGGq2tUs+1aWRvUZqc+CAX5rI/JZMEB9RuqzYGK2GkVEOoADcX4HtwNH+mzNeRYMt/ffcL2AXwPzgDLuD/m4uuOzGQGetv3VBffH/EvgEeA+4E3NtnM167MPcC/wIG6ebpdm2znIuuyDG4p7CHjAv94KbADchntI3Qas32xbV7M+zwAv5tIuaratq1Ofujwj4lkwwHczIp8FA9RnpD4LdgDu9/V5BDjLp28G3OX/hq7Cr44YzpeFwDUMwzCMFmadGbo3DMMwjHURE3rDMAzDaGFM6A3DMAyjhTGhNwzDMIwWxoTeMAzDMFoYE3rDMAzDaGFM6A3DMAyjhTGhNwzDMIwWxoTeMAzDMFoYE3rDMAzDaGFM6A3DMAyjhTGhNwzDMIwWxoTeMAzDMFoYE3rDMAzDaGFM6A3DMAyjhTGhNwzDMIwWxoTeMAzDMFoYE3rDMAzDaGFM6A3DMAyjhTGhNwzDMIwWxoTeMAzDMFoYE3rDMAaFCLuKoCLMaLYtzcTfgyMHmfdDIixb0zYZxkCY0BvrNCJMEeFiEeaIUBLhJRF+KsLUunwTRfiRCLNF6BXhFRFuE+EgEWb4h/9Ary/n8u3awI7viZCI8NE1XN8DvA0T1uR1jApXAps12whj3SZqtgGG0SxE2BT4NzALOAZ4GtgcOAe4W4S9VJnts18DdP7/ds4/xqrqiOOfL0SgAqaiEUVQ1Fr5KUulQCkoUqs0iBGhxiKJdKVVqw2NMf42rhtrawV/1CKCgMYWgk3aYGsVyy+tsRC1lCKhKBhA21oFkR8LuyJl+seZ1bu37+1bQLpx33ySEzhn5szMuY/HOXfuvAtcCWwAjgPOAY4BlgInZExfA1QCX82M1UDhzVWiLXA58FNgEvDYoa/u84tEGzP2NnccnwVm1AK1zR1HUN7EHX1QzkwD9gPnmbHEjLfNWAac5+PTACS+CAwDbna9zWa8asYUM+ab8R8z/l3fgF3QcMys0fTtJcAm0gGjp0SfUoFLXCXxpkSdxBaJ56V0cJfo69mGnRK7JP4mca6n3Je5iS1+Z/9EIz5GSqxzHy8BXy6gM0TiRYk9ng2ZLnFURt5e4kmJGs+C3CLxTNavZ0mqJOZIbAfm+viJEvMlPvT2B4nTc/5HS/zFY9wo8WOJNiWu3WCJpRK7JXb4teriMkncKPGWRK3E6xITStjrIjFX4gO/DqskznVZg9S9r3NNbn5ep5vE0xLb3N46icsaiyEIGiM2+qAskegEjASmmbEnK/P+I8C3JI4m3Y3XABdJtDsM4UwCfuV+f+v9xmIfQDqE3AWcQTqYLMyozAPeBQYC/YEqoA54BxjrOr1JWYjJRXx0AxYAi4AK4GHgZzmdvsAfgd8B/UgHlgpgTkZtKinzMQYY4XrDCri8HlgHDABulTiSdCip8/lf8zUtdhkSF5AOBb/w9VQC44B7Cq3J5/RzuxuArwODgV/zaXbzblLW5lqgF/ATYIbEqCL22gMvAt19jX2B6mL+m8gjpOzRuaR1/QjYfog2g3LGzKJFK7sGNgjMwMYUkY9x+UDvjwXbBlYHthxsCtigInNvANtUYLy72xyQGTsVbC/Y8d4fAbYVrG0jsV8CtgOsYxH5TrArisiGewzHlrg+94C9CabM2O0+t7v3nwSbnZtX4TrHgXXwtV2WkbcH+xDsiczYJrDf5+xUgq3P+W8N9gHYpd7/E9gduXkXg9Vk5+Xkc8FWFJG1B6sFG5YbfxDs2UzfwMb5378HtqvY9QSbCFaT6VeBrSmhsxrszub+jkRrOS3u6INyx4qMKys34zdAF2A08BwwBFghcesh+q8EllhK+QO8AOwBLm5kziJgM7DRU8ZXSHTMyO8HZnl6+jaJHgcRV09ghVmD67M8p3MWMMHT8jWefn7ZZad5OwJ4pX6CGbuhYeraea2A7VOAXRnbO4Cj3W69zm05//OA9sDxRdbVH1hSRNYLaAcszNm8JuOzkL3VZmwtIj8YHgJul1gucbfEWZ+h7aAMiY0+KFfWkzbx3kXkPV3+Vv2AGXVmLDKj2owhwGygqtQz4WJItAYmAhdI7JPYB+wFutJI+t6MXcBXgEuBt4FbgHX1z5nNqCJtWgtIB5LVEpUHGl4TdFoBs0jp+vrWDzgdWEXusFSC3QVsr8rZriDVCczI6NyVk5/p/rcU8dPYuur/Pxyds9kbOP8g7BVif4E5R2Q7ZswmHXIeJ633zxJVB+gnCD4hqu6DssSMbRLPAz+QeMAyz+n9GfC1wHNmbGvEzFrSd6gdHFSV+EhS1f6A3PyTgGckutunVf/5+PeRqv2XStwJvA9cCMx0+XrSYebnEtNJB4c5GT+tS8S2Fhgrocxd/eCczkqgtxkbChmQ2AB8TKoV2OhjRwJ9yBygirAS+A6w1azo8+mVQI9i/huZM6KIbC3wEXCyGUsPwN4EiWObeFe/Beicu64VeSUz/kH6LGdK3ESqpahqYkxB0IC4ow/KmetIG/ViiRFe7TyclBqXy5E4xtPgEyTOlDhF4tvAjaS0+86D9D+JdJhYacaaTHsWeAMK34VLXCgxWaK/xMnAeKAj8HeJL0hMU/q9fHeJQcBQ0iYGKeVvwCildwN0KBLbo6QCswclzlB6QczVOZ17gYESj3osX/LYZgBY+qXBHOBeiW9I9CJlAFpR+i5/LvAe8LTEOX7Nz5aYmqm8rwbGS1RL9JHoITFOalg0mOM+oL/SuxP6+domSZzkmZIpwBSJSl9PhcTVEt8vYm8e6ZC1QGKYx3lRfdV9AV4AOpEKDk+TuBIavnxH4iGlXzycKlFBOhCu/V9TQdBEmrtIIFq05mxg3cAeA/sn2Mdg/wKbBdY1o9PWi9Ne9UKyPV4odj9YpwI2SxbjgXV2f+OLxFUN9g5YqwKyoWDLvDCtFmwN2Hdd1gZsHthmsI98PTPBjsrMvwPsXbD92aK4An5Ggb1BKkB8GezybDGe6wwAW+gFgLvBXgerzsg7gP3SZe+B3Qy2BGx6RmcT2A0F/HcGexzsfV/LRrA52cI3sPPBXvLPZCfYa2DXlfjMh3ohXy3YdrDFYCe4TGA/BFvrPreALQL7Zmb+J8V43u8K9pTb2gP2V7DhLpuYLbTzsav889kNNh9scq4Y72H/91Xn/ueDndjc35Von98ms6Y8PguCIDh0lF4OtBm4z4ypzR1PEJQD8Yw+CILDhkR/UmHjK6THCzf5n081Z1xBUE7ERh8EweHmetKLffaRKunPtlRsFgTB/4FI3QdBEARBCyaq7oMgCIKgBRMbfRAEQRC0YGKjD4IgCIIWTGz0QRAEQdCCiY0+CIIgCFow/wW6Jua6lYakDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.scatter(DB_data.LON, DB_data.LAT,  c = DB_data.OSST)\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c = 'blue', fontsize = 14)\n",
    "plt.title ('SST on DB Trajectory', c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('OSTIA sst degree celcius', labelpad=20, y=0.5, c = 'blue', fontsize = 14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,5))\n",
    "\n",
    "plt.scatter(DB_data.LON, DB_data.LAT,  c = DB_data.OERR)\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c = 'blue', fontsize = 14)\n",
    "plt.title ('SST error on DB Trajectory', c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('ICOADS OSTIA sst degree Celcius', labelpad=20, y=0.5, c = 'blue', fontsize = 14)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = (8,5))\n",
    "plt.hist(DB_data.ISST)\n",
    "plt.xlabel('Temperature', c = 'blue', fontsize = 14)\n",
    "plt.ylabel('Frequency', c = 'blue', fontsize = 14)\n",
    "plt.title('Histogram of the ISST Temperature for the Drifting Buoy', c = 'blue', fontsize = 16)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histogram for the ISST is slightly skewed left, but the distribution looks like a normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (8,5))\n",
    "\n",
    "plt.hist(DB_data.OSST, color = 'orange')\n",
    "plt.xlabel('Temperature', c = 'orange', fontsize = 14)\n",
    "plt.ylabel('Frequency', c = 'orange', fontsize = 14)\n",
    "plt.title('Histogram of the OSST Temperature for the Drifting Buoy', c = 'orange', fontsize = 16)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histogram for the OSST is slightly more skewed compared to that of the ISST, but the distribution still looks like a normal distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = (12,8))\n",
    "plt.scatter(DB_data.YR, DB_data.ISST, c = DB_data.OERR)\n",
    "plt.xlabel ('YEAR', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('ISST in degree Celcius ', c= 'blue', fontsize = 14)\n",
    "plt.title ('SST observations at different times', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('ICOAD OSTIA SST ', labelpad=20, x=0.50, rotation=0, c = 'blue', fontsize = 14)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The visualization shows that there was no readings 1998, 2003, 2008. In 2010, beetween 18 degrees to 24 degree celcius we had the highest errors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean =  -0.06721182653111321\n",
      "STD =  0.4738005648115254\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Difference = DB_data['ISST'] - DB_data['OSST']\n",
    "Mean = Difference.mean()\n",
    "STD = Difference.std()\n",
    "print(\"Mean = \", Mean)\n",
    "print(\"STD = \", STD)\n",
    "\n",
    "\n",
    "plt.figure(figsize = (12,8))\n",
    "\n",
    "plt.scatter(DB_data.OSST, DB_data.ISST, c = DB_data.OERR)\n",
    "plt.xlabel ('OSST in degree Celcius', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('ISST in degree Celcius ', c= 'blue', fontsize = 14)\n",
    "plt.title ('in situ Observations vs satellite data analysis of SST' '\\n' 'mean -0.06 Std 0.53 degrees', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('ICOADS OSTIA SST', labelpad=20, x=0.50, rotation=0, c = 'blue', fontsize = 14)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The scatterplot shows a somewhat linear relationship between the OSST and ISST Temperature measurement over the years. The outliers shows the highest errors (0.9 - 1.0) with the OSST temperature between approximately 12 and 18 degree celcius, while the error for the ISST temperature occued around 21 degrees. I called temperatures in that region outliers, because it has been detached from the almost linear relationship between the two temperatures. There is a fluctuation in ISST temperature when the error is around 0.2, ranging from 24 degree celcius to 32 degree celcius."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Statistics of DB yearly OSST temperature ')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize = (12,8))\n",
    "#plt.subplots(1,1)\n",
    "sns.boxplot(x = 'YR', y = 'ISST', data = DB_data)\n",
    "plt.title('Statistics of DB yearly ISST temperature ', c = 'blue', fontsize = 14)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.figure(figsize = (12,8))\n",
    "#plt.subplots(1,1)\n",
    "sns.boxplot(x = 'YR', y = 'OSST', data = DB_data)\n",
    "plt.title('Statistics of DB yearly OSST temperature ', c= 'blue', fontsize = 14)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data above shows the boxplots comparing  ISST temperatures between years 1996 to 2010.The temperature means for year 2010 was the lowest, around 19.5 degrees. There are some outliers in the year 2010 that shows temperature rising to about 23 degrees CelSius, while in 2009, the outliers ranged from 29 to 35 degree CelSius.\n",
    "\n",
    "The data above shows the boxplots comparing  OSST temperatures between years 1996 to 2010.The temperature means for year 2010 was the lowest, around 20 degrees. There are some outliers in the year 2010 that shows temperature falling below 17 degrees CelSius.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26.692259261991556, 26.756480976700804)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#95% confidence interval for the average temmperture of ISST measurement\n",
    "from scipy import stats\n",
    "import numpy as np\n",
    "import math\n",
    "mean, sigma = np.mean(DB_data.ISST), np.std(DB_data.ISST)\n",
    "\n",
    "conf_int = stats.norm.interval(0.95, loc=mean, \n",
    "    scale=sigma)\n",
    "\n",
    "stats.norm.interval(0.95, loc=mean, scale=sigma/math.sqrt(len(DB_data.ISST)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "The 95% confidence interval for the average ISST temperature measurement is between 26.70 degrees celcius and 26.76 degree celcius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26.760044394377733, 26.823119497375746)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#95% confidence interval for the average temmperture of OSST measurement\n",
    "\n",
    "mean, sigma = np.mean(DB_data.OSST), np.std(DB_data.OSST)\n",
    "\n",
    "conf_int = stats.norm.interval(0.95, loc=mean, \n",
    "    scale=sigma)\n",
    "\n",
    "stats.norm.interval(0.95, loc=mean, scale=sigma/math.sqrt(len(DB_data.OSST)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 95% confidence interval for the OSST average temperature is between 26.76 degrees celcius and 26.83 degree celcius\n",
    "\n",
    "The results comparing the 95% confidence intervals between the ISST temperature measurement and the OSST temperature measurement shows that the average temperature reading from the ISST is slightly lower than the reading from the OSST as shown in the visualizations below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean and the standard deviation for ISST measurement is = 26.72437011934618 2.3378359213230224\n",
      "The mean and the standard deviation for OSST measurement is = 26.79158194587674 2.3378359213230224\n"
     ]
    }
   ],
   "source": [
    "Mean_ISST = DB_data['ISST'].mean()\n",
    "STD_ISST = DB_data['ISST'].std()\n",
    "Mean_OSST = DB_data['OSST'].mean()\n",
    "STD_OSST = DB_data['ISST'].std()\n",
    "\n",
    "\n",
    "print('The mean and the standard deviation for ISST measurement is =', Mean_ISST, STD_ISST)\n",
    "print('The mean and the standard deviation for OSST measurement is =', Mean_OSST, STD_OSST)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These findings show that either measurements, in situ or the Satelite readings are reliable when reading \n",
    "the sea surface temperature. Their means are very close, and standard deviations are identical.\n",
    "One interesting observation is that on finding the means of the ISST and OSST temperature data, i noted that both values respectively lay somewhere in the middle of their respective 95% confidence interval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1728x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (24,8))\n",
    "DB_data.plot (y = ['ISST','OSST'], kind = 'hist')\n",
    "plt.xlabel('Temperature', fontsize = 14, c = 'blue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histogram showing distribution of both temperature ISST and OSST. The ISST temperature has the greatest frequency, or the highest mode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stat=0.979, p=0.000\n",
      "Most likely dependent\n"
     ]
    }
   ],
   "source": [
    "#Pearson correlation test\n",
    "#Hypothesis testing for independence of the Drifting Buoy.\n",
    "\n",
    "#Assumptions\n",
    "#Observations in each sample are independent and identically distributed (iid).\n",
    "#Observations in each sample are normally distributed.\n",
    "#Observations in each sample have the same variance.\n",
    "\n",
    "#H0 : The two samples/obsevations are independent\n",
    "#H1 : There is a dependency between the two samples/observations\n",
    "\n",
    "from scipy.stats import pearsonr\n",
    "ISST_1 = DB_data.ISST\n",
    "OSST_1 = DB_data.OSST\n",
    "stat, p = pearsonr(ISST_1, OSST_1)\n",
    "print('stat=%.3f, p=%.3f' % (stat, p))\n",
    "if p > 0.05:\n",
    "\tprint('Most likely independent')\n",
    "else:\n",
    "\tprint('Most likely dependent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Pearson correlation test\n",
    "#Hypothesis testing for independence of the Drifting Buoy.\n",
    "\n",
    "#Assumptions\n",
    "#Observations in each sample are independent and identically distributed (iid).\n",
    "#Observations in each sample are normally distributed.\n",
    "#Observations in each sample have the same variance.\n",
    "\n",
    "#H0 : The two samples/obsevations are independent\n",
    "#H1 : There is a dependency between the two samples/observations\n",
    "\n",
    "stat=0.975, p=0.000\n",
    "Most likely dependent\n",
    "\n",
    "Because the p value is small, less than 0.05 significance level, we would have to reject the null hypothesis. There is not significant evidence to show that the two observations are independent."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stat=-2.927, p=0.003\n",
      "The means of the observations are not equal\n"
     ]
    }
   ],
   "source": [
    "# Hypothesis Test to show whether the means of temperature measurement ISST and OSST are significantly different.\n",
    "\n",
    "#Assumptions\n",
    "\n",
    "#Observations in each sample are normally distributed.\n",
    "#Observations in each sample have the same variance.\n",
    "\n",
    "#Interpretation\n",
    "#H0: the means of the samples are equal.\n",
    "#H1: the means of the samples are different.\n",
    "\n",
    "from scipy.stats import ttest_ind\n",
    "ISST_1 = DB_data.ISST\n",
    "OSST_1 = DB_data.OSST\n",
    "\n",
    "stat, p = ttest_ind(ISST_1, OSST_1)\n",
    "print('stat=%.3f, p=%.3f' % (stat, p))\n",
    "if p > 0.05:\n",
    "\tprint('The means of the observations not equal')\n",
    "else:\n",
    "\tprint('The means of the observations are not equal')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hypothesis Test to show whether the means of \n",
    "temperature measurement ISST and OSST are significantly different.\n",
    "\n",
    "#Assumptions\n",
    "\n",
    "#Observations in each sample are normally distributed.\n",
    "#Observations in each sample have the same variance.\n",
    "\n",
    "#Interpretation\n",
    "#H0: the means of the samples are equal.\n",
    "#H1: the means of the samples are different.\n",
    "\n",
    "stat=-2.697, p=0.003\n",
    "The means of the observations are not equal\n",
    "\n",
    "Because the P value is smaller than the level of significance (0.05), we reject the null hypothesis.\n",
    "There is no significant evidence to show that the means of the two observations are equal."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MOORING BUOY "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "MB_data = MB_data[(MB_data.ICflag == 1)] #filter out only ICflag = 1 for data analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.scatter(MB_data.LON, MB_data.LAT,c = MB_data.OSST)\n",
    "plt.xlabel ('Longitude', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('Latitude', c = 'blue', fontsize = 14)\n",
    "plt.title ('SST at an MB', c ='blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('OSTIA sst, degree Celcius', labelpad=20, y=0.5, c = 'blue', fontsize = 14)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Mooring Bouy remained at the same latitude and longitude."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean =  0.27397169113763514\n",
      "STD =  0.5188841927178806\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#double check\n",
    "Difference = MB_data['ISST'] - MB_data['OSST']\n",
    "Mean = Difference.mean()\n",
    "STD = Difference.std()\n",
    "print(\"Mean = \", Mean)\n",
    "print(\"STD = \", STD)\n",
    "\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.scatter(MB_data.YR, MB_data.ISST,c = MB_data.OSST)\n",
    "plt.xlabel ('YEAR', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('ICOADS SST degree Celsius', c = 'blue', fontsize = 14)\n",
    "plt.title ('SST observations at MB at different times', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('ICOADS-OSTIA sst, degree Celcius', labelpad=20, y=0.5, c = 'blue', fontsize = 14)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is indication that the Mooring Buoy stayed in one place, while the ISST temperature got as high as 22 degree celcius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean =  0.27397169113763514\n",
      "STD =  0.5188841927178806\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Difference = MB_data['ISST'] - MB_data['OSST']\n",
    "Mean = Difference.mean()\n",
    "STD = Difference.std()\n",
    "print(\"Mean = \", Mean)\n",
    "print(\"STD = \", STD)\n",
    "\n",
    "plt.figure(figsize =(12,8))\n",
    "plt.scatter(MB_data.OSST, MB_data.ISST, c = MB_data.OSST)\n",
    "plt.xlabel ('OSTIA sst degree Celcius', c = 'blue', fontsize = 14)\n",
    "plt.ylabel ('ICOADS sst degree Celcius ', c= 'blue', fontsize = 14)\n",
    "plt.title ('in situ Observations vs satellite data analysis of SST' '\\n' 'mean 0.274.46 Std 0.5188 degrees', y = 1.10, c = 'blue', fontsize = 16)\n",
    "clb = plt.colorbar(orientation = 'horizontal')\n",
    "clb.set_label('ICOADS-OSTIA SST DEGREE CELSIUS', labelpad=20, x=0.50, rotation=0, c = 'blue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results shows a linear relationship between the two temperatures as the temperature values gradually increased or got warmer."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
